{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1291c609",
   "metadata": {},
   "source": [
    "# 周三 python期末项目"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a1d8769b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位：产品经理\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位：\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "71d76c4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "城市编码 = {\n",
    "    '北京':'010',\n",
    "    '上海':'020',\n",
    "    '广州':'050020',\n",
    "    '深圳':'050090',\n",
    "    '香港':'320'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a518c954",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的城市：香港\n"
     ]
    }
   ],
   "source": [
    "用户输入城市 = input(\"请输入你要查询的城市：\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5da9b531",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22jobId%22%3A%2247059447%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"47059447\",\"recruiterName\":\"颜先生\",\"jobKind\":\"1\",\"imId\":\"034f952e9e4685b67305a8d8367242c1\",\"imUserType\":\"2\",\"userId\":\"0f0b067f2897c6fa7d24b79903880271\",\"recruiterPhoto\":\"58049a8f62f0d27118f3e29306a.png\"}'}, {'job': {'labels': [], 'jobId': '58939839', 'salary': '20-30k', 'dq': '香港', 'refreshTime': '20230615152915', 'jobKind': '2', 'topJob': False, 'title': '基金产品经理', 'link': 'https://www.liepin.com/job/1958939839.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科', 'requireWorkYears': '1-3年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'recruiter': {'recruiterName': '黄女士', 'recruiterTitle': '', 'imId': '1ddf0cd234d7f17eff9aa041fd487686', 'imUserType': '2', 'chatted': False, 'recruiterId': '2bdfd525f33baeb4bbc0f46f65179d0d', 'recruiterPhoto': '611f258c87c6945ee74812d106u.png'}, 'comp': {'compIndustry': '基金/证券/期货', 'compLogo': '6340eddf5fd2f55ef5a124be02u.png', 'compId': 9329938, 'compName': '上海陆浦投资管理集团有限公司', 'compScale': '500-999人', 'link': 'https://www.liepin.com/company/9329938/'}, 'dataInfo': '%7B%22jobId%22%3A%2258939839%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"58939839\",\"recruiterName\":\"黄女士\",\"jobKind\":\"2\",\"imId\":\"1ddf0cd234d7f17eff9aa041fd487686\",\"imUserType\":\"2\",\"userId\":\"2bdfd525f33baeb4bbc0f46f65179d0d\",\"recruiterPhoto\":\"611f258c87c6945ee74812d106u.png\"}'}, {'job': {'labels': [], 'jobId': '54889143', 'salary': '薪资面议', 'dq': '香港-葵青区', 'refreshTime': '20230324124715', 'jobKind': '2', 'topJob': False, 'title': '产品经理 (国际漫游清结算)', 'link': 'https://www.liepin.com/job/1954889143.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '', 'imId': 'a54e3cbe2bb1f9720e33f8ac54fbf39e', 'imUserType': '2', 'chatted': False, 'recruiterId': '571f4182d2e63db67aed0b08ee27d5f8', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'comp': {'compIndustry': '通信设备', 'compLogo': '5bfea51674719d2aa34cd90503a.png', 'compId': 8932876, 'compName': '中国移动国际有限公司', 'compScale': '500-999人', 'link': 'https://www.liepin.com/company/8932876/'}, 'dataInfo': '%7B%22jobId%22%3A%2254889143%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"54889143\",\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"a54e3cbe2bb1f9720e33f8ac54fbf39e\",\"imUserType\":\"2\",\"userId\":\"571f4182d2e63db67aed0b08ee27d5f8\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'}], 'compList': []}, 'pagination': {'currentPage': 0, 'totalPage': 3, 'pageSize': 40, 'totalCounts': 112, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": 城市编码[用户输入城市],\n",
    "            \"dq\":城市编码[用户输入城市],\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": 用户输入职位,\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie':'__uuid=1681904685651.21; __gc_id=dec84b24056047edae4ab20d0f3b552c; _ga=GA1.1.1262698532.1681904712; need_bind_tel=false; c_flag=d2d1cef45ed41589b63eda8f3d9bae3e; imClientId=9e6702f76d03ac5a694a49467e3c9cd1; imId=9e6702f76d03ac5ac0e19a24088753be; imClientId_0=9e6702f76d03ac5a694a49467e3c9cd1; imId_0=9e6702f76d03ac5ac0e19a24088753be; new_user=false; __tlog=1687178340791.28%7C00000000%7C00000000%7Cs_00_003%7Cs_00_003; XSRF-TOKEN=lotoW3YEQ1-yZ8NPWLxymA; UniqueKey=6f683431aef475db6bc56763ae71c6f2; liepin_login_valid=0; lt_auth=suxfbyMGzVnwtSXRj2MK5Kcb2Y3%2BU2jN8Stfh0xUht%2FoCPfk4P%2FmQAOHqLME%2BCoIq0l9cKgzMLb2Mun5wXBM6kQV%2BVGnlZ6utf6k1X0eTuZlHuyflMXuqsjQQJgirXo6ykpgn2si0HU%3D; inited_user=c8fbc4bc55b6e51a966d6a7b04560e2b; user_roles=0; user_photo=5f8fa3a6f6d1ab58476f322808u.png; user_name=%E4%B8%AD%E6%96%B9%E6%B3%95; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1686746722,1687178362; acw_tc=276077e016871783618177716ef91174643a106e52999ef3e16ccb76231cc7; imApp_0=1; __session_seq=3; __uv_seq=3; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1687178371; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_6f683431aef475db6bc56763ae71c6f2%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1687178371.7.1.1687178381.0.0.0' ,\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '4c97eeaf-aeca-406c-9f02-0824f292d344',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'lotoW3YEQ1-yZ8NPWLxymA'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5cf76d80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = response_data['data']['pagination']['totalPage']\n",
    "page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "061db391",
   "metadata": {},
   "source": [
    "# 翻页获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fd87c812",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '产品优化', '用户研究', '产品设计', '交互设计', '团队管理'], 'jobId': '51880109', 'salary': '薪资面议', 'dq': '香港-观塘区', 'refreshTime': '20221118143443', 'jobKind': '2', 'topJob': False, 'title': '产品经理 Product Manager', 'link': 'https://www.liepin.com/job/1951880109.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'}, 'recruiter': {'recruiterName': '邓女士', 'recruiterTitle': '人力资源经理/主管', 'imId': '9edddce19a93df8ae7b657921b02bb93', 'imUserType': '2', 'chatted': False, 'recruiterId': '07bc072f44dc45b06882c0069b0a733a', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'comp': {'compIndustry': '科技金融', 'compStage': '美股上市', 'compLogo': '5f3ca396ea60860b75020faa02u.jpg', 'compId': 8226823, 'compName': '金融壹账通', 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/8226823/'}, 'dataInfo': '%7B%22jobId%22%3A%2251880109%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"51880109\",\"recruiterName\":\"邓女士\",\"jobKind\":\"2\",\"imId\":\"9edddce19a93df8ae7b657921b02bb93\",\"imUserType\":\"2\",\"userId\":\"07bc072f44dc45b06882c0069b0a733a\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}, {'job': {'labels': ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品'], 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'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=31&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=31', 'campusJobKind': '应届'}, 'recruiter': {'chatted': False, 'imId': '1b3d0b15ea2bc13d99c5c4fb06d115ec', 'imUserType': '2', 'recruiterName': '石女士', 'recruiterTitle': 'senior recruiter', 'recruiterId': 'ff2a682ca4ca5ef4729e993fff0798b4', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compName': '阿特金斯', 'compLogo': '5cd93b94501544662c710a6c05u.png', 'compScale': '100-499人', 'compId': 2680101, 'compIndustry': '房地产开发经营', 'link': 'https://www.liepin.com/company/2680101/'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%2C%22jobId%22%3A%2257158615%22%2C%22jobKind%22%3A%226%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"1b3d0b15ea2bc13d99c5c4fb06d115ec\",\"imUserType\":\"2\",\"recruiterName\":\"石女士\",\"jobId\":\"57158615\",\"userId\":\"ff2a682ca4ca5ef4729e993fff0798b4\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}], 'compList': []}, 'pagination': {'currentPage': 2, 'totalCounts': 112, 'totalPage': 3, 'pageSize': 40, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(page): # 需要判断页面的数据有多少页\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0339a513",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2251880109%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2258720383%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2258720027%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2247109207%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2255273999%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2251789749%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2255712575%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2245274199%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2246695121%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2244927829%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2244905303%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2255840243%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2246851031%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2256823423%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2257400757%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2252992431%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2252641025%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2241773779%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2246681881%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2245094373%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2259320155%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2245018467%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2254905861%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2257608899%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2253527459%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2251771479%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2255536541%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2246076085%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2250645221%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2250645371%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2252640883%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2256548437%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2258990437%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2257444481%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2247059633%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2245072621%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2247060325%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2247059447%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2258939839%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2254889143%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"51880109\",\"recruiterName\":\"邓女士\",\"job...   \n",
       " 1   {\"jobId\":\"58720383\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 2   {\"jobId\":\"58720027\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 3   {\"jobId\":\"47109207\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"55273999\",\"recruiterName\":\"卞女士\",\"job...   \n",
       " 5   {\"jobId\":\"51789749\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 6   {\"jobId\":\"55712575\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 7   {\"jobId\":\"45274199\",\"recruiterName\":\"熊先生\",\"job...   \n",
       " 8   {\"jobId\":\"46695121\",\"recruiterName\":\"阎女士\",\"job...   \n",
       " 9   {\"jobId\":\"44927829\",\"recruiterName\":\"熊女士\",\"job...   \n",
       " 10  {\"jobId\":\"44905303\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 11  {\"jobId\":\"55840243\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 12  {\"jobId\":\"46851031\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 13  {\"jobId\":\"56823423\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 14  {\"jobId\":\"57400757\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 15  {\"jobId\":\"52992431\",\"recruiterName\":\"金先生\",\"job...   \n",
       " 16  {\"jobId\":\"52641025\",\"recruiterName\":\"邓女士\",\"job...   \n",
       " 17  {\"jobId\":\"41773779\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 18  {\"jobId\":\"46681881\",\"recruiterName\":\"任先生\",\"job...   \n",
       " 19  {\"jobId\":\"45094373\",\"recruiterName\":\"时女士\",\"job...   \n",
       " 20  {\"jobId\":\"59320155\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 21  {\"jobId\":\"45018467\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 22  {\"jobId\":\"54905861\",\"recruiterName\":\"吴先生\",\"job...   \n",
       " 23  {\"jobId\":\"57608899\",\"recruiterName\":\"孔先生\",\"job...   \n",
       " 24  {\"jobId\":\"53527459\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 25  {\"jobId\":\"51771479\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 26  {\"jobId\":\"55536541\",\"recruiterName\":\"郭先生\",\"job...   \n",
       " 27  {\"jobId\":\"46076085\",\"recruiterName\":\"武女士\",\"job...   \n",
       " 28  {\"jobId\":\"50645221\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 29  {\"jobId\":\"50645371\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 30  {\"jobId\":\"52640883\",\"recruiterName\":\"邓女士\",\"job...   \n",
       " 31  {\"jobId\":\"56548437\",\"recruiterName\":\"吴先生\",\"job...   \n",
       " 32  {\"jobId\":\"58990437\",\"recruiterName\":\"师先生\",\"job...   \n",
       " 33  {\"jobId\":\"57444481\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 34  {\"jobId\":\"47059633\",\"recruiterName\":\"颜先生\",\"job...   \n",
       " 35  {\"jobId\":\"45072621\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 36  {\"jobId\":\"47060325\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 37  {\"jobId\":\"47059447\",\"recruiterName\":\"颜先生\",\"job...   \n",
       " 38  {\"jobId\":\"58939839\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 39  {\"jobId\":\"54889143\",\"recruiterName\":\"李女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId    job.salary  \\\n",
       " 0   [金融产品, 征信行业, 金融行业, 金融理财/贷款, 批发/零售, 产品优化, 用户研究,...  51880109          薪资面议   \n",
       " 1                  [IT互联网, SaaS产品, to B, 产品设计, 移动端产品]  58720383        25-40k   \n",
       " 2                                                  []  58720027        40-60k   \n",
       " 3   [private banking, product manager, due diligen...  47109207    30-40k·22薪   \n",
       " 4                                        [交易产品, 金融行业]  55273999          薪资面议   \n",
       " 5                                                  []  51789749          薪资面议   \n",
       " 6                                                  []  55712575    45-75k·15薪   \n",
       " 7                                                  []  45274199        30-55k   \n",
       " 8                                            [金融产品经理]  46695121    14-40k·14薪   \n",
       " 9                                                  []  44927829        30-60k   \n",
       " 10                                                 []  44905303        50-55k   \n",
       " 11                                                 []  55840243        40-70k   \n",
       " 12                                                 []  46851031        35-65k   \n",
       " 13               [区块链, 产品规划, web3, 数据产品, to C, IT互联网]  56823423        25-30k   \n",
       " 14                     [商业产品, 用户研究, 团队管理, 产品规划, 数据分析]  57400757        50-80k   \n",
       " 15  [金融产品, 征信行业, 金融行业, 金融理财/贷款, 批发/零售, 产品优化, 产品设计,...  52992431        15-25k   \n",
       " 16                                             [征信行业]  52641025        35-65k   \n",
       " 17                                       [硬件产品, 游戏产品]  41773779        20-30k   \n",
       " 18                                                 []  46681881  120-240k·30薪   \n",
       " 19  [需求分析, IT互联网, 区块链, web端产品, 产品规划, 用户研究, 市场调研, 原...  45094373        30-50k   \n",
       " 20                     [海外产品, 用户研究, 产品规划, 产品设计, 团队管理]  59320155        40-50k   \n",
       " 21  [CRM产品, 策略产品, 工具产品, 数据产品, to C, CRM系统, 广告营销, 用...  45018467        30-45k   \n",
       " 22                                                 []  54905861          薪资面议   \n",
       " 23                                                 []  57608899    20-40k·15薪   \n",
       " 24                                      [量化交易, CTA策略]  53527459          薪资面议   \n",
       " 25      [工具产品, 投资产品, 电商产品, 通讯/网络设备, 广告营销, 电子商务, 产品优化]  51771479        22-30k   \n",
       " 26                                                 []  55536541          薪资面议   \n",
       " 27                                                 []  46076085        30-60k   \n",
       " 28                                                 []  50645221          薪资面议   \n",
       " 29                                                 []  50645371          薪资面议   \n",
       " 30                                 [数据产品, 征信行业, 产品优化]  52640883        35-65k   \n",
       " 31                                                 []  56548437          薪资面议   \n",
       " 32                      [智能家居, 物联网, 智慧家居, 智能硬件, 照明产品]  58990437        25-45k   \n",
       " 33                                                 []  57444481        35-40k   \n",
       " 34                                                 []  47059633    35-55k·15薪   \n",
       " 35  [金融产品, 产品经理, 投资管理, 资产管理, 财富管理, Product Manager...  45072621    30-40k·20薪   \n",
       " 36                                                 []  47060325  120-150k·20薪   \n",
       " 37                                                 []  47059447    35-55k·15薪   \n",
       " 38                                                 []  58939839        20-30k   \n",
       " 39                                                 []  54889143          薪资面议   \n",
       " \n",
       "     job.dq job.refreshTime job.jobKind  job.topJob  \\\n",
       " 0   香港-观塘区  20221118143443           2       False   \n",
       " 1   香港-观塘区  20230602174402           2       False   \n",
       " 2   香港-观塘区  20230602174402           2       False   \n",
       " 3       香港  20230619200635           1       False   \n",
       " 4   香港-中西区  20221230112638           2       False   \n",
       " 5    香港-东区  20220810153828           2       False   \n",
       " 6   香港-中西区  20230201164843           2       False   \n",
       " 7       香港  20230413145802           1       False   \n",
       " 8   香港-观塘区  20230321145120           2       False   \n",
       " 9       香港  20230614171304           1       False   \n",
       " 10      香港  20230508100942           1       False   \n",
       " 11  香港-中西区  20230206145433           2       False   \n",
       " 12      香港  20230619101033           1       False   \n",
       " 13  香港-葵青区  20230602105010           2       False   \n",
       " 14  香港-荃湾区  20230329171035           2       False   \n",
       " 15      香港  20221019114143           2       False   \n",
       " 16  香港-观塘区  20221118143443           2       False   \n",
       " 17      香港  20220428111306           2       False   \n",
       " 18      香港  20230619091109           1       False   \n",
       " 19      香港  20230615143425           1       False   \n",
       " 20  香港-葵青区  20230614113453           2       False   \n",
       " 21      香港  20230619092252           1       False   \n",
       " 22  香港-中西区  20230518161439           2       False   \n",
       " 23  香港-湾仔区  20230530115501           2       False   \n",
       " 24  香港-湾仔区  20221101185646           2       False   \n",
       " 25  香港-葵青区  20221222102158           2       False   \n",
       " 26  香港-中西区  20230406092245           2       False   \n",
       " 27      香港  20230619101100           1       False   \n",
       " 28  香港-葵青区  20220624131859           2       False   \n",
       " 29  香港-葵青区  20220624132417           2       False   \n",
       " 30  香港-观塘区  20221118143443           2       False   \n",
       " 31  香港-中西区  20230619093230           2       False   \n",
       " 32      香港  20230609103322           2       False   \n",
       " 33  香港-西贡区  20230331094111           2       False   \n",
       " 34      香港  20230616165255           1       False   \n",
       " 35      香港  20230407004339           1       False   \n",
       " 36      香港  20230616170535           1       False   \n",
       " 37      香港  20230616165224           1       False   \n",
       " 38      香港  20230615152915           2       False   \n",
       " 39  香港-葵青区  20230324124715           2       False   \n",
       " \n",
       "                                             job.title  ... recruiter.chatted  \\\n",
       " 0                                产品经理 Product Manager  ...             False   \n",
       " 1                       产品经理 (Senior) Product Manager  ...             False   \n",
       " 2                    产品市场经理 Product Marketing Manager  ...             False   \n",
       " 3                  Product Manager, Wealth Management  ...             False   \n",
       " 4                                       产品经理-海外交易柜台方向  ...             False   \n",
       " 5    Product Manager-Film Capacitor/Polymer Capacitor  ...             False   \n",
       " 6                        Product Manager- Fulfillment  ...             False   \n",
       " 7                         Product Manager (AD to Dir)  ...             False   \n",
       " 8                Product Manager , Electronic Banking  ...             False   \n",
       " 9                         Product Manager (AD to Dir)  ...             False   \n",
       " 10                                         海外交易柜台产品经理  ...             False   \n",
       " 11                      Product Manager - Transaction  ...             False   \n",
       " 12                               金融产品经理（Asso-VP，持牌机构）  ...             False   \n",
       " 13                                               产品经理  ...             False   \n",
       " 14                                            产品经理/总监  ...             False   \n",
       " 15                                   38518G-【CRA】产品经理  ...             False   \n",
       " 16                                               产品经理  ...             False   \n",
       " 17                                               产品经理  ...             False   \n",
       " 18  [量化]基金经理/投资经理/投资总监/Quantitative Portfolio Mana...  ...             False   \n",
       " 19                                               产品经理  ...             False   \n",
       " 20                                         产品经理 (物联网)  ...             False   \n",
       " 21                                            数字化产品经理  ...             False   \n",
       " 22                                           （高级）产品经理  ...             False   \n",
       " 23                                             期权产品经理  ...             False   \n",
       " 24                  Global CTA PM / Researcher(D4287)  ...             False   \n",
       " 25                                 产品经理 (移动业务 / 电子商务)  ...             False   \n",
       " 26                                           （高级）產品經理  ...             False   \n",
       " 27                                               产品经理  ...             False   \n",
       " 28                                     产品经理 (IPT/DIA)  ...             False   \n",
       " 29                                   产品经理 (IPLC/IEPL)  ...             False   \n",
       " 30                                             数据产品经理  ...             False   \n",
       " 31                                     【总行岗位】（高级）产品经理  ...             False   \n",
       " 32                                               产品经理  ...             False   \n",
       " 33                                             助理产品经理  ...             False   \n",
       " 34                                         IT PM（英语 ）  ...             False   \n",
       " 35                                             金融产品经理  ...             False   \n",
       " 36                             多资产基金经理-Multi Asset PM  ...             False   \n",
       " 37                                   IT Infra PM（英语 ）  ...             False   \n",
       " 38                                             基金产品经理  ...             False   \n",
       " 39                                     产品经理 (国际漫游清结算)  ...             False   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   07bc072f44dc45b06882c0069b0a733a  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 1   3893707b7534cc7459557d9eb7993d2f  61e1521019ffac3de11dd5c403u.png   \n",
       " 2   3893707b7534cc7459557d9eb7993d2f  61e1521019ffac3de11dd5c403u.png   \n",
       " 3   d5edf200a68183f18dc7b1298e13a96e  5d2e9ad6dde7f0565c17697c04u.jpg   \n",
       " 4   1efac136cbe60a32a3ebc0e282cc3953  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 5   8aca73f4bae4fc17102021541d30443c  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 6   81fe889034bcaad777e6dcdcf1ccb74d  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 7   435fd20952d5471977265bfed7712363  5f8fa395dfb13a7dee343d2d08u.png   \n",
       " 8   c94d41b5875c19b514003927d0b811f0  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 9   60aa21ab3fe77c74f7964ecba50473f1  5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 10  320a86d5d4dcb150549c017a70b4d785  62b916b1b8552550b5dc281003u.jpg   \n",
       " 11  81fe889034bcaad777e6dcdcf1ccb74d  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 12  665abaa54b64a2a10820b94a0ead5d88  54d0c580712e894a54c826f801a.jpg   \n",
       " 13  7fd011c520a166d9a7e2465e724eded9  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14  bf56f38818e707ef0c37f8e61680451b  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 15  7705f15f9d97b5179219e7c34b570890  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 16  07bc072f44dc45b06882c0069b0a733a  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17  e706daa5965eddf392b75fe4e3afd042  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18  472cc3a9ee970e3ea7069dd1f9b4f0ec  63f78597514e04107e3432ec04u.png   \n",
       " 19  94fde39adebf90340caabbe82932c5d0  5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       " 20  571f4182d2e63db67aed0b08ee27d5f8  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  eadecc94dbac89033e4a55fe73fc2fd7  608221d43846135f5300978a01u.jpg   \n",
       " 22  54aebe2b86874dac40a35a6faa871265  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 23  56362c7d170e1090f265d258de4e4be8  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 24  63e4eeb8e577e92f7c8c7ef7b6ae2c0e  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 25  571f4182d2e63db67aed0b08ee27d5f8  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 26  5540ec557f9c318ea4cd2d419081aa73  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  b01dfeb6aac4dfca7aaf2cf99ccd846c  5865ecc27032174cf9f93a1305a.jpg   \n",
       " 28  571f4182d2e63db67aed0b08ee27d5f8  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 29  571f4182d2e63db67aed0b08ee27d5f8  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 30  07bc072f44dc45b06882c0069b0a733a  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 31  b0483e58237f0c40811c317f6ce9f5b5  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 32  881b2d6cf4d7bf527379bd0cc1beaffa  5f8f986aea60860b75384fab08u.jpg   \n",
       " 33  571f4182d2e63db67aed0b08ee27d5f8  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 34  0f0b067f2897c6fa7d24b79903880271  58049a8f62f0d27118f3e29306a.png   \n",
       " 35  d5edf200a68183f18dc7b1298e13a96e  5d2e9ad6dde7f0565c17697c04u.jpg   \n",
       " 36  001e2fcf11a7b18b6d0e6c6a4679aa51  5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       " 37  0f0b067f2897c6fa7d24b79903880271  58049a8f62f0d27118f3e29306a.png   \n",
       " 38  2bdfd525f33baeb4bbc0f46f65179d0d  611f258c87c6945ee74812d106u.png   \n",
       " 39  571f4182d2e63db67aed0b08ee27d5f8  5f8f9865ea60860b75384fa508u.jpg   \n",
       " \n",
       "    comp.compIndustry comp.compStage                    comp.compLogo  \\\n",
       " 0               科技金融           美股上市  5f3ca396ea60860b75020faa02u.jpg   \n",
       " 1               科技金融            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 2               科技金融            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 3           基金/证券/期货            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 4           基金/证券/期货         沪深A股上市  5bcd8a2f8e50a3257f7102c304a.jpg   \n",
       " 5              机械/设备            NaN  5bfe9df574719d2aa34b7b2203a.png   \n",
       " 6               电子商务             C轮  5f39f2a1f6d1ab5847351ad307u.png   \n",
       " 7           基金/证券/期货            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8                 银行            NaN  5d1ae5e33fa7ce27b2a86b5906u.png   \n",
       " 9           基金/证券/期货            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 10          基金/证券/期货            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 11              电子商务             C轮  5f39f2a1f6d1ab5847351ad307u.png   \n",
       " 12          基金/证券/投资          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13          运营商/增值服务            NaN  62fca94128e72769b4c1d61e06u.png   \n",
       " 14              电子商务             其他  59a7805a7032c9d2a21459c506a.jpg   \n",
       " 15              科技金融           美股上市  5f3ca396ea60860b75020faa02u.jpg   \n",
       " 16              科技金融           美股上市  5f3ca396ea60860b75020faa02u.jpg   \n",
       " 17              智能硬件            天使轮  61b07937d0458d53c627567e02u.jpg   \n",
       " 18          基金/证券/期货          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19               互联网            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 20              通信设备            NaN  5bfea51674719d2aa34cd90503a.png   \n",
       " 21               餐饮业          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22                银行            NaN  64006e52b65d3e269b47968c08u.png   \n",
       " 23               互联网            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 24          基金/证券/期货            NaN  59786e9b70327b30a4e6cdd404a.jpg   \n",
       " 25              通信设备            NaN  5bfea51674719d2aa34cd90503a.png   \n",
       " 26                银行            NaN  64006e52b65d3e269b47968c08u.png   \n",
       " 27          基金/证券/期货          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28              通信设备            NaN  5bfea51674719d2aa34cd90503a.png   \n",
       " 29              通信设备            NaN  5bfea51674719d2aa34cd90503a.png   \n",
       " 30              科技金融           美股上市  5f3ca396ea60860b75020faa02u.jpg   \n",
       " 31                银行            NaN  6038940e60e5677feb2a609f01u.png   \n",
       " 32              IT服务            NaN  5bfe9ebf74719d2aa34ba2af03a.png   \n",
       " 33              通信设备            NaN  5bfea51674719d2aa34cd90503a.png   \n",
       " 34              IT服务          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35          基金/证券/期货          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 36              咨询服务          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37              IT服务          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 38          基金/证券/期货            NaN  6340eddf5fd2f55ef5a124be02u.png   \n",
       " 39              通信设备            NaN  5bfea51674719d2aa34cd90503a.png   \n",
       " \n",
       "    comp.compId                  comp.compName comp.compScale  \\\n",
       " 0    8226823.0                          金融壹账通     2000-5000人   \n",
       " 1   13057723.0  KPay merchant service limited         50-99人   \n",
       " 2   13057723.0  KPay merchant service limited         50-99人   \n",
       " 3          NaN                    某基金/证券/投资公司                  \n",
       " 4    4580900.0                   中国国际金融股份有限公司    5000-10000人   \n",
       " 5    1069385.0                           伊顿中国       10000人以上   \n",
       " 6    8622479.0               多点生活(中国)网络科技有限公司     2000-5000人   \n",
       " 7          NaN                某国内基金/证券/期货上市公司                  \n",
       " 8    9496537.0                   创兴银行有限公司深圳分行     1000-2000人   \n",
       " 9          NaN                    某国内基金证券上市公司                  \n",
       " 10         NaN                  某基金/证券/期货上市公司     2000-5000人   \n",
       " 11   8622479.0               多点生活(中国)网络科技有限公司     2000-5000人   \n",
       " 12         NaN                   在港中资银行背景金融机构       100-499人   \n",
       " 13  13211309.0                     中国移动香港有限公司     1000-2000人   \n",
       " 14    152511.0                           中企动力    5000-10000人   \n",
       " 15   8226823.0                          金融壹账通     2000-5000人   \n",
       " 16   8226823.0                          金融壹账通     2000-5000人   \n",
       " 17  12869049.0              Tactility limited          1-49人   \n",
       " 18         NaN                          某知名公司          1-49人   \n",
       " 19         NaN                       某深圳互联网公司          1-49人   \n",
       " 20   8932876.0                     中国移动国际有限公司       500-999人   \n",
       " 21         NaN                         某餐饮业公司       100-499人   \n",
       " 22   8016742.0                       集友银行福州分行       100-499人   \n",
       " 23  12899647.0                  北京必来屋网络科技有限公司       100-499人   \n",
       " 24   8177652.0                   上海千象资产管理有限公司         50-99人   \n",
       " 25   8932876.0                     中国移动国际有限公司       500-999人   \n",
       " 26   8016742.0                       集友银行福州分行       100-499人   \n",
       " 27         NaN                        某基金证券公司       10000人以上   \n",
       " 28   8932876.0                     中国移动国际有限公司       500-999人   \n",
       " 29   8932876.0                     中国移动国际有限公司       500-999人   \n",
       " 30   8226823.0                          金融壹账通     2000-5000人   \n",
       " 31   9791085.0                       集友银行深圳分行       100-499人   \n",
       " 32   7893220.0                             浪潮       10000人以上   \n",
       " 33   8932876.0                     中国移动国际有限公司       500-999人   \n",
       " 34         NaN                          某知名公司       100-499人   \n",
       " 35         NaN                某北京大型基金/证券/期货公司         50-99人   \n",
       " 36         NaN                          某知名公司       100-499人   \n",
       " 37         NaN                          某知名公司       100-499人   \n",
       " 38   9329938.0                 上海陆浦投资管理集团有限公司       500-999人   \n",
       " 39   8932876.0                     中国移动国际有限公司       500-999人   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/8226823/  \n",
       " 1   https://www.liepin.com/company/13057723/  \n",
       " 2   https://www.liepin.com/company/13057723/  \n",
       " 3                                             \n",
       " 4    https://www.liepin.com/company/4580900/  \n",
       " 5    https://www.liepin.com/company/1069385/  \n",
       " 6    https://www.liepin.com/company/8622479/  \n",
       " 7                                             \n",
       " 8    https://www.liepin.com/company/9496537/  \n",
       " 9                                             \n",
       " 10                                            \n",
       " 11   https://www.liepin.com/company/8622479/  \n",
       " 12                                            \n",
       " 13  https://www.liepin.com/company/13211309/  \n",
       " 14    https://www.liepin.com/company/152511/  \n",
       " 15   https://www.liepin.com/company/8226823/  \n",
       " 16   https://www.liepin.com/company/8226823/  \n",
       " 17  https://www.liepin.com/company/12869049/  \n",
       " 18                                            \n",
       " 19                                            \n",
       " 20   https://www.liepin.com/company/8932876/  \n",
       " 21                                            \n",
       " 22   https://www.liepin.com/company/8016742/  \n",
       " 23  https://www.liepin.com/company/12899647/  \n",
       " 24   https://www.liepin.com/company/8177652/  \n",
       " 25   https://www.liepin.com/company/8932876/  \n",
       " 26   https://www.liepin.com/company/8016742/  \n",
       " 27                                            \n",
       " 28   https://www.liepin.com/company/8932876/  \n",
       " 29   https://www.liepin.com/company/8932876/  \n",
       " 30   https://www.liepin.com/company/8226823/  \n",
       " 31   https://www.liepin.com/company/9791085/  \n",
       " 32   https://www.liepin.com/company/7893220/  \n",
       " 33   https://www.liepin.com/company/8932876/  \n",
       " 34                                            \n",
       " 35                                            \n",
       " 36                                            \n",
       " 37                                            \n",
       " 38   https://www.liepin.com/company/9329938/  \n",
       " 39   https://www.liepin.com/company/8932876/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"imId\":\"0...   \n",
       " 1   {\"jobKind\":\"2\",\"recruiterName\":\"寇先生\",\"imId\":\"5...   \n",
       " 2   {\"jobKind\":\"1\",\"recruiterName\":\"邓女士\",\"imId\":\"a...   \n",
       " 3   {\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"imId\":\"a...   \n",
       " 4   {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"imId\":\"a...   \n",
       " 5   {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"imId\":\"a...   \n",
       " 6   {\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"imId\":\"c...   \n",
       " 7   {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"imId\":\"a...   \n",
       " 8   {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"imId\":\"a...   \n",
       " 9   {\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"imId\":\"a...   \n",
       " 10  {\"jobKind\":\"2\",\"recruiterName\":\"孙女士\",\"imId\":\"b...   \n",
       " 11  {\"jobKind\":\"2\",\"recruiterName\":\"许先生\",\"imId\":\"8...   \n",
       " 12  {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"imId\":\"6...   \n",
       " 13  {\"jobKind\":\"2\",\"recruiterName\":\"李先生\",\"imId\":\"4...   \n",
       " 14  {\"jobKind\":\"2\",\"recruiterName\":\"还先生\",\"imId\":\"2...   \n",
       " 15  {\"jobKind\":\"1\",\"recruiterName\":\"陈先生\",\"imId\":\"d...   \n",
       " 16  {\"jobKind\":\"1\",\"recruiterName\":\"王女士\",\"imId\":\"c...   \n",
       " 17  {\"jobKind\":\"1\",\"recruiterName\":\"黄先生\",\"imId\":\"f...   \n",
       " 18  {\"jobKind\":\"1\",\"recruiterName\":\"孙女士\",\"imId\":\"b...   \n",
       " 19  {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"imId\":\"c...   \n",
       " 20  {\"jobKind\":\"1\",\"recruiterName\":\"陈女士\",\"imId\":\"0...   \n",
       " 21  {\"jobKind\":\"2\",\"recruiterName\":\"兰女士\",\"imId\":\"5...   \n",
       " 22  {\"jobKind\":\"2\",\"recruiterName\":\"金先生\",\"imId\":\"b...   \n",
       " 23  {\"jobKind\":\"2\",\"recruiterName\":\"兰女士\",\"imId\":\"5...   \n",
       " 24  {\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"imId\":\"6...   \n",
       " 25  {\"jobKind\":\"1\",\"recruiterName\":\"王女士\",\"imId\":\"7...   \n",
       " 26  {\"jobKind\":\"1\",\"recruiterName\":\"张先生\",\"imId\":\"2...   \n",
       " 27  {\"jobKind\":\"1\",\"recruiterName\":\"牛先生\",\"imId\":\"4...   \n",
       " 28  {\"jobKind\":\"2\",\"recruiterName\":\"张先生\",\"imId\":\"c...   \n",
       " 29  {\"jobKind\":\"1\",\"recruiterName\":\"孙先生\",\"imId\":\"c...   \n",
       " 30  {\"jobKind\":\"1\",\"recruiterName\":\"贺女士\",\"imId\":\"e...   \n",
       " 31  {\"jobKind\":\"2\",\"recruiterName\":\"谢女士\",\"imId\":\"7...   \n",
       " 32  {\"jobKind\":\"1\",\"recruiterName\":\"袁女士\",\"imId\":\"4...   \n",
       " 33  {\"jobKind\":\"1\",\"recruiterName\":\"张女士\",\"imId\":\"7...   \n",
       " 34  {\"jobKind\":\"1\",\"recruiterName\":\"卢女士\",\"imId\":\"6...   \n",
       " 35  {\"jobKind\":\"2\",\"recruiterName\":\"唐女士\",\"imId\":\"2...   \n",
       " 36  {\"jobKind\":\"2\",\"recruiterName\":\"陆女士\",\"imId\":\"0...   \n",
       " 37  {\"jobKind\":\"2\",\"recruiterName\":\"尹女士\",\"imId\":\"6...   \n",
       " 38  {\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"imId\":\"8...   \n",
       " 39  {\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"imId\":\"7...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                          [CRM软件, 需求确认, 营销项目, CRM系统]   \n",
       " 1                                         [客户管理, RFP]   \n",
       " 2                                        [产品规划, 产品设计]   \n",
       " 3                                                  []   \n",
       " 4                                              [通信领域]   \n",
       " 5                [商业产品, 云计算, 移动端产品, 竞品分析, 用户研究, 团队管理]   \n",
       " 6   [需求挖掘, 数据分析, 需求分析, 产品规划, 需求调研, 产品设计, 计算机软件, 通讯...   \n",
       " 7                                              [saas]   \n",
       " 8                                              [技术支持]   \n",
       " 9                                                  []   \n",
       " 10                                     [ActionScript]   \n",
       " 11  [EHS, PPE, 安全生产, 职业卫生, 工业卫生, HSE, ESH, Process...   \n",
       " 12                                            [新产品导入]   \n",
       " 13                                 [HCM, 售前, 本地化, 海外]   \n",
       " 14                                                 []   \n",
       " 15                                                 []   \n",
       " 16                                                 []   \n",
       " 17     [基金产品总监, 基金筛选, FOF基金, 对冲基金, 结构化产品, 基金尽调, 海外基金]   \n",
       " 18                                                 []   \n",
       " 19  [市场营销, 竞品分析, 社交媒体, 社交媒介, 营销活动, 广告/传媒/文化, IT/互联...   \n",
       " 20  [营销策划, 品牌策划, 自媒体策划, 社交媒体, 社交媒介, 营销活动, 广告/传媒/文化...   \n",
       " 21                            [施工现场管理, 建筑施工, PROJECT]   \n",
       " 22                                                 []   \n",
       " 23                               [施工现场管理, 安防工程, 建筑施工]   \n",
       " 24                                     [ActionScript]   \n",
       " 25                                                 []   \n",
       " 26                                                 []   \n",
       " 27                                                 []   \n",
       " 28                                              [SQL]   \n",
       " 29  [美元VC, 清华姚班, 清华智班, 清华量信班, 机器人, 人工智能研究院, AI, Op...   \n",
       " 30                                             [门店销售]   \n",
       " 31                                                 []   \n",
       " 32              [平台产品, 增长产品, IT互联网, 产品设计, 用户研究, 团队管理]   \n",
       " 33                     [数据产品, 工具产品, 平台产品, 数据分析, 团队管理]   \n",
       " 34                                    [对冲基金, 医疗行业分析师]   \n",
       " 35  [金融产品, 互联网金融, 金融理财/贷款, 金融行业, IT互联网, 批发/零售, 产品设...   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                                                 []   \n",
       " 39                                       [用户运营, 产品运营]   \n",
       " \n",
       "                                             job.title job.jobKind  \\\n",
       " 0                                             数字化产品经理           1   \n",
       " 1                                              售前产品经理           2   \n",
       " 2                                                产品经理           1   \n",
       " 3                                           云计算售前产品经理           2   \n",
       " 4                           5G Device Product Manager           2   \n",
       " 5                                                产品经理           2   \n",
       " 6                                                产品经理           2   \n",
       " 7                                SaaS Product Manager           2   \n",
       " 8               IoT solution & Device Product Manager           2   \n",
       " 9                 Business Management Product Manager           2   \n",
       " 10           Product Marketing Manager_Timing Devices           2   \n",
       " 11               EHS技术产品研发经理 EHS Solutions RD Manager           2   \n",
       " 12                                            新产品发展经理           1   \n",
       " 13                                 HCM产品行销经理\\售前顾问（香港）           2   \n",
       " 14                                         海外对冲基金产品专家           2   \n",
       " 15                                         海外对冲基金产品专家           1   \n",
       " 16                                        基金产品总监(FOF)           1   \n",
       " 17                                         海外对冲基金产品总监           1   \n",
       " 18                                             财富产品专家           1   \n",
       " 19                          Digital Marketing Manager           1   \n",
       " 20                                             数字营销经理           1   \n",
       " 21                 Project Design Engineer at HK Site           2   \n",
       " 22                               38518H-【CRA】数据资产管理经理           2   \n",
       " 23                        Project Engineer at HK Site           2   \n",
       " 24                                       HelpDesk技术支持           2   \n",
       " 25  Quantitative Portfolio Manager 量化投资基金经理 - SG/C...           1   \n",
       " 26                                               投资经理           1   \n",
       " 27                                           对冲基金产品专家           1   \n",
       " 28                        Senior Program Manager - HK           2   \n",
       " 29                                           香港高级投资经理           1   \n",
       " 30                                               销售代表           1   \n",
       " 31                                            结构化产品专家           2   \n",
       " 32                                   平台产品leader（p7/8）           1   \n",
       " 33                                              数字化转型           1   \n",
       " 34                                 Healthcare Analyst           1   \n",
       " 35                                    蚂蚁集团-产品专家-国际事业群           2   \n",
       " 36                              南方基金香港子公司(南方东英) 债券交易员           2   \n",
       " 37                                        产品岗(J11203)           2   \n",
       " 38  Project Engineer - Project Management and Serv...           2   \n",
       " 39                                          境外-创新增长运营           2   \n",
       " \n",
       "    job.refreshTime   job.salary  job.topJob   job.dq  \\\n",
       " 0   20230411100837       35-55k       False       香港   \n",
       " 1   20230323163619       20-45k       False   香港-沙田区   \n",
       " 2   20230619103133       30-50k       False       香港   \n",
       " 3   20230207102923         薪资面议       False   香港-湾仔区   \n",
       " 4   20220307152316         薪资面议       False   香港-葵青区   \n",
       " 5   20220706123449       30-45k       False   香港-葵青区   \n",
       " 6   20220916172526   15-30k·14薪       False   香港-沙田区   \n",
       " 7   20220307152316         薪资面议       False   香港-葵青区   \n",
       " 8   20220307152316         薪资面议       False   香港-葵青区   \n",
       " 9   20220307152316         薪资面议       False   香港-葵青区   \n",
       " 10  20220810152931         薪资面议       False    香港-东区   \n",
       " 11  20230531095338       15-30k       False       香港   \n",
       " 12  20230605200800   25-30k·13薪       False       香港   \n",
       " 13  20230120141442   20-35k·15薪       False   香港-湾仔区   \n",
       " 14  20230607205632         薪资面议       False       香港   \n",
       " 15  20230605154311         1-2k       False       香港   \n",
       " 16  20230426182455   60-90k·16薪       False       香港   \n",
       " 17  20230427110506  70-100k·16薪       False       香港   \n",
       " 18  20230606195711  70-100k·22薪       False       香港   \n",
       " 19  20230619110027       30-50k       False       香港   \n",
       " 20  20230411101144       35-55k       False       香港   \n",
       " 21  20230505151345       15-25k       False   香港-葵青区   \n",
       " 22  20230113165725       15-25k       False       香港   \n",
       " 23  20230505151345       15-16k       False   香港-葵青区   \n",
       " 24  20230421135307   15-30k·13薪       False  香港-油尖旺区   \n",
       " 25  20230613183631      70-100k       False       香港   \n",
       " 26  20230605090108  85-100k·24薪       False       香港   \n",
       " 27  20230606184047       50-80k       False       香港   \n",
       " 28  20230613145827       40-70k       False       香港   \n",
       " 29  20230414221246   60-90k·15薪       False       香港   \n",
       " 30  20230617190653       15-30k       False       香港   \n",
       " 31  20230515112932   30-40k·16薪       False   香港-湾仔区   \n",
       " 32  20230531175836  70-100k·16薪       False       香港   \n",
       " 33  20230619101033       30-60k       False       香港   \n",
       " 34  20230504173835   30-60k·24薪       False       香港   \n",
       " 35  20220627182122   29-50k·16薪       False   香港-湾仔区   \n",
       " 36  20230421094849         薪资面议       False   香港-中西区   \n",
       " 37  20230314175648       15-30k       False   香港-湾仔区   \n",
       " 38  20230614174025       18-25k       False   香港-葵青区   \n",
       " 39  20230522152426       40-60k       False   香港-湾仔区   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto                    comp.compLogo  \\\n",
       " 0    6316e8a847115a35510f5f0405u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1    54d1e768712eb4f6b84c2d1301a.jpg  5bfe991b74719df0ac9991cd03a.png   \n",
       " 2    60a216ca071fb476257905f605u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 3    628c507d4bb5bd439707beb201u.png  5bfea09e74719d2aa34bffc203a.png   \n",
       " 4    5f8f9865ea60860b75384fa508u.jpg  5bfea51674719d2aa34cd90503a.png   \n",
       " 5    5f8f9865ea60860b75384fa508u.jpg  5bfea51674719d2aa34cd90503a.png   \n",
       " 6    5f8f98648dbe6273dcf8515508u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 7    5f8f9865ea60860b75384fa508u.jpg  5bfea51674719d2aa34cd90503a.png   \n",
       " 8    5f8f9865ea60860b75384fa508u.jpg  5bfea51674719d2aa34cd90503a.png   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg  5bfea51674719d2aa34cd90503a.png   \n",
       " 10   60e698774a74410e54a95f6e07u.png  5bfe9df574719d2aa34b7b2203a.png   \n",
       " 11   5f8f986bdfb13a7dee342f2108u.jpg  5fedac06bebf7311a41cc9b307u.png   \n",
       " 12   5e1ac27d29d83a67543f2f4704u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13   6397293d5944bd7af2e009f803u.png  5bfe978974719df0ac993f9803a.png   \n",
       " 14   5f8f986aea60860b75384fab08u.jpg  5bfe8fd474719d35745a83f203a.png   \n",
       " 15   5d00bb549fae687d438bbf1008u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16   5f5a2b44f6d1ab5847518fe905u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 17   62fd9adc2e03d62b1aac193e06u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18   63664321cc551b286e3be87304u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19   5e58665829d83a6754562c9704u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 20   6316e8a847115a35510f5f0405u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 21   5f8f9866dfb13a7dee342f1808u.jpg  5f07d063543a971969eb6ddc04u.jpg   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg  5f3ca396ea60860b75020faa02u.jpg   \n",
       " 23   5f8f9866dfb13a7dee342f1808u.jpg  5f07d063543a971969eb6ddc04u.jpg   \n",
       " 24   61e7a73229da04039cf1a16503u.png  61c533f6ff410524b7f4696c04u.png   \n",
       " 25   62669814a8423a1f26d50ff803u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26   632538562ec8597bfa3fa54f06u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27   5e55dbc16324626e17a753d506u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28   5f8f986bdfb13a7dee342f2108u.jpg  5a28acf07032d5b4c547580d04a.jpg   \n",
       " 29   616e2fad5b0bd51fb2d357e705u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 30  5f83e6498dbe6273dcf22bb607u.jpeg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31   5f8f986779c7cc70efbf36c008u.jpg  5bfe8fd474719d35745a83f203a.png   \n",
       " 32   622899b3129d985edb29e1ab05u.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33   54d0c580712e894a54c826f801a.jpg  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34   6462fb556beb43237502d75e01u.png  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35   5f8f9866dfb13a7dee342f1808u.jpg  62567089cff8571d7c28d47c03u.png   \n",
       " 36   5f8f9866dfb13a7dee342f1808u.jpg  60e54741e2df5862a08674ba03u.png   \n",
       " 37   5f8f98648dbe6273dcf8515508u.jpg  6401a2dfeab4507021d30bd003u.png   \n",
       " 38   5f8f986779c7cc70efbf36c008u.jpg  62fca94128e72769b4c1d61e06u.png   \n",
       " 39   5f8f9866dfb13a7dee342f1808u.jpg  5fe1a95455550936bbd28ea506u.png   \n",
       " \n",
       "      comp.compName comp.compScale                                 comp.link  \\\n",
       " 0     某广州其他商务服务业公司                                                            \n",
       " 1   京信通信技术(广州)有限公司    5000-10000人    https://www.liepin.com/company/941676/   \n",
       " 2        某深圳外包服务公司                                                            \n",
       " 3            新华三集团       10000人以上   https://www.liepin.com/company/6422719/   \n",
       " 4       中国移动国际有限公司       500-999人   https://www.liepin.com/company/8932876/   \n",
       " 5       中国移动国际有限公司       500-999人   https://www.liepin.com/company/8932876/   \n",
       " 6       耀通科技投资有限公司         50-99人  https://www.liepin.com/company/13311913/   \n",
       " 7       中国移动国际有限公司       500-999人   https://www.liepin.com/company/8932876/   \n",
       " 8       中国移动国际有限公司       500-999人   https://www.liepin.com/company/8932876/   \n",
       " 9       中国移动国际有限公司       500-999人   https://www.liepin.com/company/8932876/   \n",
       " 10            伊顿中国       10000人以上   https://www.liepin.com/company/1069385/   \n",
       " 11         EHSCity         50-99人  https://www.liepin.com/company/12518769/   \n",
       " 12   某大型食品/饮料/酒水公司    5000-10000人                                             \n",
       " 13    用友网络科技股份有限公司       10000人以上   https://www.liepin.com/company/5634845/   \n",
       " 14    上海歌斐资产管理有限公司       100-499人   https://www.liepin.com/company/9194127/   \n",
       " 15     某基金/证券/期货公司          1-49人                                             \n",
       " 16           某知名公司          1-49人                                             \n",
       " 17           某知名公司       100-499人                                             \n",
       " 18       某国资控股上市集团       10000人以上                                             \n",
       " 19           某知名公司         50-99人                                             \n",
       " 20    某广州其他商务服务业公司                                                            \n",
       " 21    上海协同工程咨询有限公司       10000人以上  https://www.liepin.com/company/12281677/   \n",
       " 22           金融壹账通     2000-5000人   https://www.liepin.com/company/8226823/   \n",
       " 23    上海协同工程咨询有限公司       10000人以上  https://www.liepin.com/company/12281677/   \n",
       " 24       H&M Group     1000-2000人   https://www.liepin.com/company/8373588/   \n",
       " 25       某大型基金证券公司       500-999人                                             \n",
       " 26           某知名公司          1-49人                                             \n",
       " 27      某纽交所上市金融集团       10000人以上                                             \n",
       " 28             亚马逊    5000-10000人   https://www.liepin.com/company/8642300/   \n",
       " 29      早期投资双币科技基金         50-99人                                             \n",
       " 30    某上海大型珠宝/首饰公司       500-999人                                             \n",
       " 31    上海歌斐资产管理有限公司       100-499人   https://www.liepin.com/company/9194127/   \n",
       " 32           某知名公司         50-99人                                             \n",
       " 33    在港中资银行背景金融机构       100-499人                                             \n",
       " 34           某知名公司       500-999人                                             \n",
       " 35            蚂蚁集团    5000-10000人   https://www.liepin.com/company/8968236/   \n",
       " 36    南方基金管理股份有限公司       500-999人   https://www.liepin.com/company/9689158/   \n",
       " 37            光大证券    5000-10000人   https://www.liepin.com/company/8441886/   \n",
       " 38      中国移动香港有限公司     1000-2000人  https://www.liepin.com/company/13211309/   \n",
       " 39              美团       10000人以上   https://www.liepin.com/company/2036768/   \n",
       " \n",
       "    comp.compIndustry job.pcOuterLink job.h5OuterLink comp.compId  \\\n",
       " 0            其他商务服务业             NaN             NaN         NaN   \n",
       " 1               通信设备                                    941676.0   \n",
       " 2            其他商务服务业             NaN             NaN         NaN   \n",
       " 3              计算机硬件                                   6422719.0   \n",
       " 4               通信设备                                   8932876.0   \n",
       " 5               通信设备                                   8932876.0   \n",
       " 6              计算机软件                                  13311913.0   \n",
       " 7               通信设备                                   8932876.0   \n",
       " 8               通信设备                                   8932876.0   \n",
       " 9               通信设备                                   8932876.0   \n",
       " 10             机械/设备                                   1069385.0   \n",
       " 11              咨询服务                                  12518769.0   \n",
       " 12          食品/饮料/酒水             NaN             NaN         NaN   \n",
       " 13             计算机软件                                   5634845.0   \n",
       " 14          基金/证券/期货                                   9194127.0   \n",
       " 15          基金/证券/期货             NaN             NaN         NaN   \n",
       " 16            专业技术服务             NaN             NaN         NaN   \n",
       " 17            专业技术服务             NaN             NaN         NaN   \n",
       " 18              融资租赁             NaN             NaN         NaN   \n",
       " 19          食品/饮料/酒水             NaN             NaN         NaN   \n",
       " 20           其他商务服务业             NaN             NaN         NaN   \n",
       " 21        工程管理/勘察/监理                                  12281677.0   \n",
       " 22              科技金融                                   8226823.0   \n",
       " 23        工程管理/勘察/监理                                  12281677.0   \n",
       " 24          服装/纺织/皮革                                   8373588.0   \n",
       " 25          基金/证券/期货             NaN             NaN         NaN   \n",
       " 26              咨询服务             NaN             NaN         NaN   \n",
       " 27          基金/证券/投资             NaN             NaN         NaN   \n",
       " 28               互联网                                   8642300.0   \n",
       " 29          基金/证券/投资             NaN             NaN         NaN   \n",
       " 30             珠宝/首饰             NaN             NaN         NaN   \n",
       " 31          基金/证券/期货                                   9194127.0   \n",
       " 32          基金/证券/期货             NaN             NaN         NaN   \n",
       " 33          基金/证券/投资             NaN             NaN         NaN   \n",
       " 34          房地产租赁/中介             NaN             NaN         NaN   \n",
       " 35              科技金融                                   8968236.0   \n",
       " 36          基金/证券/期货                                   9689158.0   \n",
       " 37          基金/证券/期货                                   8441886.0   \n",
       " 38          运营商/增值服务                                  13211309.0   \n",
       " 39               互联网                                   2036768.0   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2              NaN  \n",
       " 3              NaN  \n",
       " 4              NaN  \n",
       " 5              NaN  \n",
       " 6              NaN  \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9              NaN  \n",
       " 10             NaN  \n",
       " 11             NaN  \n",
       " 12           融资未公开  \n",
       " 13             已上市  \n",
       " 14             NaN  \n",
       " 15           融资未公开  \n",
       " 16            战略融资  \n",
       " 17           融资未公开  \n",
       " 18           融资未公开  \n",
       " 19             NaN  \n",
       " 20             NaN  \n",
       " 21             NaN  \n",
       " 22            美股上市  \n",
       " 23             NaN  \n",
       " 24             NaN  \n",
       " 25           融资未公开  \n",
       " 26           融资未公开  \n",
       " 27             已上市  \n",
       " 28             NaN  \n",
       " 29              其他  \n",
       " 30           融资未公开  \n",
       " 31             NaN  \n",
       " 32           融资未公开  \n",
       " 33           融资未公开  \n",
       " 34           融资未公开  \n",
       " 35              B轮  \n",
       " 36             NaN  \n",
       " 37             已上市  \n",
       " 38             NaN  \n",
       " 39            港股上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"e39bf1a7adbdc6879809d03804875792\",\"im...   \n",
       " 1   {\"imId\":\"1e7db73d0e10d0b6befa578784e31c32\",\"im...   \n",
       " 2   {\"imId\":\"a54e3cbe2bb1f9720e33f8ac54fbf39e\",\"im...   \n",
       " 3   {\"imId\":\"0c667bfd5866397e2982e990dc084411\",\"im...   \n",
       " 4   {\"imId\":\"4bd7f52f246cb60f03ab15f3af03b172\",\"im...   \n",
       " 5   {\"imId\":\"ca72b99f7e3461844383db9bf147ecbd\",\"im...   \n",
       " 6   {\"imId\":\"65d97f4d17e9d0348b0ca3877d009dea\",\"im...   \n",
       " 7   {\"imId\":\"563de8146b5c88ebbefa578784e31c32\",\"im...   \n",
       " 8   {\"imId\":\"0c667bfd5866397e2982e990dc084411\",\"im...   \n",
       " 9   {\"imId\":\"bd51e80ad9b3299a6bc971ec2e264ed1\",\"im...   \n",
       " 10  {\"imId\":\"f888fb213363e211ebd994a81266b45f\",\"im...   \n",
       " 11  {\"imId\":\"4bd7f52f246cb60f03ab15f3af03b172\",\"im...   \n",
       " 12  {\"imId\":\"48db9ec3c0caa03a9add05084bd83d36\",\"im...   \n",
       " 13  {\"imId\":\"a9c9b2abdc5ef8128fa263ed17de85b1\",\"im...   \n",
       " 14  {\"imId\":\"95303515a7d426ed86da8f3a9139f92c\",\"im...   \n",
       " 15  {\"imId\":\"7386a62c478c82246172c091f854d35c\",\"im...   \n",
       " 16  {\"imId\":\"c07e1e29b54816810504bb65d1d778f2\",\"im...   \n",
       " 17  {\"imId\":\"65d97f4d17e9d0348b0ca3877d009dea\",\"im...   \n",
       " 18  {\"imId\":\"cfad3848657de27a93e1abff31d45a23\",\"im...   \n",
       " 19  {\"imId\":\"c16c501aebd98a0ff4067025f1d6ce6f\",\"im...   \n",
       " 20  {\"imId\":\"1fe92b456ed95f83eb75d3f48ca9a0eb\",\"im...   \n",
       " 21  {\"imId\":\"7386a62c478c82246172c091f854d35c\",\"im...   \n",
       " 22  {\"imId\":\"55345e65008632f504612e645251413c\",\"im...   \n",
       " 23  {\"imId\":\"35202df2ec70a60a063dfc1b00f6daab\",\"im...   \n",
       " 24  {\"imId\":\"682bfec45734845e06de3db73f3e3922\",\"im...   \n",
       " 25  {\"imId\":\"af41426a1c20aec4bbc616e954f3a657\",\"im...   \n",
       " 26  {\"imId\":\"78f0c56ea510c96bc0e770cd23fcb1ad\",\"im...   \n",
       " 27  {\"imId\":\"4957d4f10187b67d2980490a0cdf2257\",\"im...   \n",
       " 28  {\"imId\":\"e0944bb808b7f30a351ff05530f680dd\",\"im...   \n",
       " 29  {\"imId\":\"391cce9e9c117e5216768808f0a1623b\",\"im...   \n",
       " 30  {\"imId\":\"1f106856e3e529359d19d059892ca5e1\",\"im...   \n",
       " 31  {\"imId\":\"1b3d0b15ea2bc13d99c5c4fb06d115ec\",\"im...   \n",
       " \n",
       "                                            job.labels  job.salary   job.dq  \\\n",
       " 0                           [项目工程师, 香港工作, 土木工程, 结构工程]      20-30k       香港   \n",
       " 1                                              [终端产品]  20-30k·16薪       香港   \n",
       " 2   [大数据, 流程管理, 交付管理, 化工行业, 流程优化, IT/互联网/软件, PMP项目...      30-35k   香港-西贡区   \n",
       " 3                                                  []        薪资面议   香港-中西区   \n",
       " 4                         [质量管理, 风控项目, ASP.NET, .NET]      30-40k   香港-葵青区   \n",
       " 5                      [金融产品, 金融行业, 征信行业, 用户研究, 产品规划]  30-50k·16薪       香港   \n",
       " 6                                                  []      15-30k   香港-湾仔区   \n",
       " 7                                            [项目施工管理]      10-16k   香港-葵青区   \n",
       " 8                                                  []        薪资面议   香港-中西区   \n",
       " 9                                        [数据产品, 数据挖掘]      12-24k       香港   \n",
       " 10                                                 []      40-70k    香港-东区   \n",
       " 11            [风控项目, 质量管理, .NET, ASP.NET, ClickHouse]      25-30k   香港-葵青区   \n",
       " 12                                                 []  40-60k·13薪  香港-九龙城区   \n",
       " 13                                                 []    3-5k·15薪       香港   \n",
       " 14                      [事业部总监 , 事业部总经理  , 总经理, 销售总监]      40-60k   香港-湾仔区   \n",
       " 15  [出入库管理, 仓库管理, 订单管理, 库存管理, 库存盘点, 现场管理, 海外仓, 贸易/...  14-18k·13薪   香港-元朗区   \n",
       " 16  [saas, 市场洞察, 客户管理, IT/互联网/软件, 电子/通信/硬件, 团队管理, ...  15-30k·14薪   香港-沙田区   \n",
       " 17                                                 []      25-30k   香港-湾仔区   \n",
       " 18                                             [量化私募]        薪资面议   香港-湾仔区   \n",
       " 19             [网络营销, 策划, 市场营销, office, 整合营销, 数据统计分析]      32-37k  香港-油尖旺区   \n",
       " 20                                                 []  20-35k·15薪   香港-中西区   \n",
       " 21  [海外仓, 出入库管理, 库存盘点, 仓库管理, 库存管理, 现场管理, 消费品, 贸易/进...  13-18k·13薪   香港-元朗区   \n",
       " 22                                                 []      30-60k   香港-湾仔区   \n",
       " 23   [软件测试, selenium, appium, automation, 自动化, 自动化测试]      30-35k  香港-深水埗区   \n",
       " 24                                                 []      45-55k       香港   \n",
       " 25                                                 []     70-100k   香港-中西区   \n",
       " 26                                             [客户服务]        薪资面议   香港-中西区   \n",
       " 27                                                 []  40-70k·18薪       香港   \n",
       " 28                                               [本科]      12-25k   香港-湾仔区   \n",
       " 29                                   [本科, 功能测试, 软件测试]      20-25k       香港   \n",
       " 30               [本科, 软件测试, 应用测试, 功能测试, iOS, Android]      20-25k    香港-东区   \n",
       " 31                                               [本科]      20-21k  香港-油尖旺区   \n",
       " \n",
       "    job.jobId job.refreshTime job.jobKind  \\\n",
       " 0   45988881  20230510114027           1   \n",
       " 1   47031513  20230616123105           1   \n",
       " 2   57161555  20230331093653           2   \n",
       " 3   55377327  20230421094845           2   \n",
       " 4   52236989  20230307110649           2   \n",
       " 5   45314055  20230512101034           1   \n",
       " 6   55518261  20230528225940           2   \n",
       " 7   52324805  20230505151345           2   \n",
       " 8   50791259  20230421094849           2   \n",
       " 9   52877713  20221019114143           2   \n",
       " 10  58635435  20230607112011           2   \n",
       " 11  52237167  20230307110522           2   \n",
       " 12  44567933  20230320181620           1   \n",
       " 13  46084381  20230512180619           1   \n",
       " 14  41970517  20221229165421           2   \n",
       " 15  52839935  20221130092435           2   \n",
       " 16  52515213  20220916172601           2   \n",
       " 17  54850547  20230314175658           2   \n",
       " 18  53469539  20221031094347           2   \n",
       " 19  37908187  20210407193222           2   \n",
       " 20  52269147  20220830181022           2   \n",
       " 21  52841325  20221130092445           2   \n",
       " 22  42097463  20210813101005           2   \n",
       " 23  37756355  20210414103726           2   \n",
       " 24  46141861  20220104124215           2   \n",
       " 25  45991121  20230512111449           1   \n",
       " 26  52796263  20230515110246           2   \n",
       " 27  46316869  20230522113042           1   \n",
       " 28  36105889  20210223134718           6   \n",
       " 29  59283885  20230613110233           6   \n",
       " 30  58318215  20230506100220           6   \n",
       " 31  57158615  20230619100318           6   \n",
       " \n",
       "                                         job.title  job.topJob  ...  \\\n",
       " 0                        90M0116548项目工程师(base 香港）       False  ...   \n",
       " 1                                       准入测试专员/经理       False  ...   \n",
       " 2                                 数据中心运营流程管理高级工程师       False  ...   \n",
       " 3                                      南方东英-固收交易员       False  ...   \n",
       " 4                              石油化工项目-设计工程师（派驻香港）       False  ...   \n",
       " 5                                        产品解决方案专家       False  ...   \n",
       " 6                                   业务流程岗(J11204)       False  ...   \n",
       " 7          Project Document Controller at HK Site       False  ...   \n",
       " 8                             Fixed Income Trader       False  ...   \n",
       " 9                              38518C-【CRA】征信模型设计       False  ...   \n",
       " 10                                Account Manager       False  ...   \n",
       " 11                                石油化工项目工程师（派驻香港）       False  ...   \n",
       " 12                     高级ICT技术经理 （云网，安全，大数据等技术方向)       False  ...   \n",
       " 13    （Senior）Category Manager (Global Marketing)       False  ...   \n",
       " 14                                    普洱茶 市场销售部总监       False  ...   \n",
       " 15                                           仓库文员       False  ...   \n",
       " 16                                         商务开发经理       False  ...   \n",
       " 17                                    产品岗(J11146)       False  ...   \n",
       " 18            Sales and Marketing Director(Q8560)       False  ...   \n",
       " 19           Assistant Manager, Digital Marketing       False  ...   \n",
       " 20                 Associate, Product Development       False  ...   \n",
       " 21                                           仓库组长       False  ...   \n",
       " 22                             IT Project Manager       False  ...   \n",
       " 23                                        QA测试工程师       False  ...   \n",
       " 24                                     9号牌RO（负责人）       False  ...   \n",
       " 25                                   证券投资经理（产品策略）       False  ...   \n",
       " 26       客户服务经理Product & Customer Service Manager       False  ...   \n",
       " 27                               风险合规经理（离岸财富管理产品）       False  ...   \n",
       " 28                                           产品经理       False  ...   \n",
       " 29                                   软件测试应届生（23届）       False  ...   \n",
       " 30                                       APP测试工程师       False  ...   \n",
       " 31  Graduate Engineer (Civil and MEP Engineering)       False  ...   \n",
       " \n",
       "        comp.compName comp.compStage                    comp.compLogo  \\\n",
       " 0              某知名公司          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1        某深圳大型通信设备公司           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 2         中国移动国际有限公司            NaN  5bfea51674719d2aa34cd90503a.png   \n",
       " 3       南方基金管理股份有限公司            NaN  60e54741e2df5862a08674ba03u.png   \n",
       " 4               必维集团            NaN  59a3d5bf70325ec22ee5823006a.jpg   \n",
       " 5         某深圳大型互联网公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 6               光大证券            已上市  6401a2dfeab4507021d30bd003u.png   \n",
       " 7       上海协同工程咨询有限公司            NaN  5f07d063543a971969eb6ddc04u.jpg   \n",
       " 8       南方基金管理股份有限公司            NaN  60e54741e2df5862a08674ba03u.png   \n",
       " 9              金融壹账通           美股上市  5f3ca396ea60860b75020faa02u.jpg   \n",
       " 10  深圳前海捷创未来技术服务有限公司            NaN  63d4d7f3334c74039df34ccc07u.png   \n",
       " 11              必维集团            NaN  59a3d5bf70325ec22ee5823006a.jpg   \n",
       " 12         某大型通信设备公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13       某上海人力资源服务公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14          天大集团有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 15      上海识装信息科技有限公司             其他  5e0d529f6324626e1789ab2807u.png   \n",
       " 16        耀通科技投资有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 17              光大证券            已上市  6401a2dfeab4507021d30bd003u.png   \n",
       " 18      上海千象资产管理有限公司            NaN  59786e9b70327b30a4e6cdd404a.jpg   \n",
       " 19               优衣库            NaN  596703ff703287e466d532bd05a.jpg   \n",
       " 20     港交所(深圳)控股有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 21      上海识装信息科技有限公司             其他  5e0d529f6324626e1789ab2807u.png   \n",
       " 22    安山国际控股(广东)有限公司            NaN  64644efa870d6b1f1bd7c75708u.png   \n",
       " 23          分子金融有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 24    苏州奥普雷斯资产管理有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 25               某公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26              嘉实财富            NaN  59b1f9eb70325ec22eea93a305a.jpg   \n",
       " 27        某公募基金理财子公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28        华润数科控股有限公司            NaN  616f846645a2627dc008eaa008u.png   \n",
       " 29      成都无敌勇士科技有限公司          融资未公开  62b3ce0c8cd3bf59a05ff51d04u.png   \n",
       " 30     Winner Studio            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 31              阿特金斯            NaN  5cd93b94501544662c710a6c05u.png   \n",
       " \n",
       "    comp.compScale comp.compIndustry                                 comp.link  \\\n",
       " 0        10000人以上            人力资源服务                                             \n",
       " 1        10000人以上              通信设备                                             \n",
       " 2        500-999人              通信设备   https://www.liepin.com/company/8932876/   \n",
       " 3        500-999人          基金/证券/期货   https://www.liepin.com/company/9689158/   \n",
       " 4     5000-10000人             检测/认证   https://www.liepin.com/company/9294742/   \n",
       " 5     5000-10000人               互联网                                             \n",
       " 6     5000-10000人          基金/证券/期货   https://www.liepin.com/company/8441886/   \n",
       " 7        10000人以上        工程管理/勘察/监理  https://www.liepin.com/company/12281677/   \n",
       " 8        500-999人          基金/证券/期货   https://www.liepin.com/company/9689158/   \n",
       " 9      2000-5000人              科技金融   https://www.liepin.com/company/8226823/   \n",
       " 10                            计算机软件  https://www.liepin.com/company/13382597/   \n",
       " 11    5000-10000人             检测/认证   https://www.liepin.com/company/9294742/   \n",
       " 12       500-999人              通信设备                                             \n",
       " 13       100-499人            人力资源服务                                             \n",
       " 14                             其他行业  https://www.liepin.com/company/12863197/   \n",
       " 15    5000-10000人               互联网   https://www.liepin.com/company/9698935/   \n",
       " 16         50-99人             计算机软件  https://www.liepin.com/company/13311913/   \n",
       " 17    5000-10000人          基金/证券/期货   https://www.liepin.com/company/8441886/   \n",
       " 18         50-99人          基金/证券/期货   https://www.liepin.com/company/8177652/   \n",
       " 19       10000人以上          服装/纺织/皮革   https://www.liepin.com/company/5279887/   \n",
       " 20          1-49人          财务/审计/税务  https://www.liepin.com/company/12399159/   \n",
       " 21    5000-10000人               互联网   https://www.liepin.com/company/9698935/   \n",
       " 22       100-499人          基金/证券/期货  https://www.liepin.com/company/10035863/   \n",
       " 23                             IT服务  https://www.liepin.com/company/12664927/   \n",
       " 24          1-49人          基金/证券/期货  https://www.liepin.com/company/12979213/   \n",
       " 25         50-99人              咨询服务                                             \n",
       " 26       500-999人          基金/证券/期货   https://www.liepin.com/company/8437694/   \n",
       " 27       500-999人          基金/证券/投资                                             \n",
       " 28     2000-5000人              人工智能  https://www.liepin.com/company/12208295/   \n",
       " 29       100-499人                游戏   https://www.liepin.com/company/9861675/   \n",
       " 30                               游戏  https://www.liepin.com/company/13447701/   \n",
       " 31       100-499人           房地产开发经营   https://www.liepin.com/company/2680101/   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId job.campusJobKind  \n",
       " 0              NaN             NaN         NaN               NaN  \n",
       " 1              NaN             NaN         NaN               NaN  \n",
       " 2                                    8932876.0               NaN  \n",
       " 3                                    9689158.0               NaN  \n",
       " 4                                    9294742.0               NaN  \n",
       " 5              NaN             NaN         NaN               NaN  \n",
       " 6                                    8441886.0               NaN  \n",
       " 7                                   12281677.0               NaN  \n",
       " 8                                    9689158.0               NaN  \n",
       " 9                                    8226823.0               NaN  \n",
       " 10                                  13382597.0               NaN  \n",
       " 11                                   9294742.0               NaN  \n",
       " 12             NaN             NaN         NaN               NaN  \n",
       " 13             NaN             NaN         NaN               NaN  \n",
       " 14                                  12863197.0               NaN  \n",
       " 15                                   9698935.0               NaN  \n",
       " 16                                  13311913.0               NaN  \n",
       " 17                                   8441886.0               NaN  \n",
       " 18                                   8177652.0               NaN  \n",
       " 19                                   5279887.0               NaN  \n",
       " 20                                  12399159.0               NaN  \n",
       " 21                                   9698935.0               NaN  \n",
       " 22                                  10035863.0               NaN  \n",
       " 23                                  12664927.0               NaN  \n",
       " 24                                  12979213.0               NaN  \n",
       " 25             NaN             NaN         NaN               NaN  \n",
       " 26                                   8437694.0               NaN  \n",
       " 27             NaN             NaN         NaN               NaN  \n",
       " 28                                  12208295.0                应届  \n",
       " 29                                   9861675.0                应届  \n",
       " 30                                  13447701.0                应届  \n",
       " 31                                   2680101.0                应届  \n",
       " \n",
       " [32 rows x 32 columns]]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e74b6a26",
   "metadata": {},
   "source": [
    "# 数据整理成为表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5e44658f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobId%22%3A%2251880109%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"51880109\",\"recruiterName\":\"邓女士\",\"job...</td>\n",
       "      <td>[金融产品, 征信行业, 金融行业, 金融理财/贷款, 批发/零售, 产品优化, 用户研究,...</td>\n",
       "      <td>51880109</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>20221118143443</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理 Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>07bc072f44dc45b06882c0069b0a733a</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5f3ca396ea60860b75020faa02u.jpg</td>\n",
       "      <td>8226823.0</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8226823/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobId%22%3A%2258720383%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58720383\",\"recruiterName\":\"李先生\",\"job...</td>\n",
       "      <td>[IT互联网, SaaS产品, to B, 产品设计, 移动端产品]</td>\n",
       "      <td>58720383</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理 (Senior) Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>3893707b7534cc7459557d9eb7993d2f</td>\n",
       "      <td>61e1521019ffac3de11dd5c403u.png</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13057723.0</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13057723/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2258720027%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58720027\",\"recruiterName\":\"李先生\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58720027</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>产品市场经理 Product Marketing Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>3893707b7534cc7459557d9eb7993d2f</td>\n",
       "      <td>61e1521019ffac3de11dd5c403u.png</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13057723.0</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13057723/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2247109207%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"47109207\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[private banking, product manager, due diligen...</td>\n",
       "      <td>47109207</td>\n",
       "      <td>30-40k·22薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>20230619200635</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager, Wealth Management</td>\n",
       "      <td>...</td>\n",
       "      <td>d5edf200a68183f18dc7b1298e13a96e</td>\n",
       "      <td>5d2e9ad6dde7f0565c17697c04u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某基金/证券/投资公司</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2255273999%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"55273999\",\"recruiterName\":\"卞女士\",\"job...</td>\n",
       "      <td>[交易产品, 金融行业]</td>\n",
       "      <td>55273999</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-中西区</td>\n",
       "      <td>20221230112638</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理-海外交易柜台方向</td>\n",
       "      <td>...</td>\n",
       "      <td>1efac136cbe60a32a3ebc0e282cc3953</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bcd8a2f8e50a3257f7102c304a.jpg</td>\n",
       "      <td>4580900.0</td>\n",
       "      <td>中国国际金融股份有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/4580900/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"4957d4f10187b67d2980490a0cdf2257\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46316869</td>\n",
       "      <td>40-70k·18薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>20230522113042</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>风险合规经理（离岸财富管理产品）</td>\n",
       "      <td>...</td>\n",
       "      <td>817ca8c828376dd7d0c68d73d09eb47b</td>\n",
       "      <td>5a95fa858e50c5b3522c209306a.png</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某公募基金理财子公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"e0944bb808b7f30a351ff05530f680dd\",\"im...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>36105889</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>ec2691c72242893ee561bfb7ea7b7aee</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>NaN</td>\n",
       "      <td>616f846645a2627dc008eaa008u.png</td>\n",
       "      <td>12208295.0</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/12208295/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"391cce9e9c117e5216768808f0a1623b\",\"im...</td>\n",
       "      <td>[本科, 功能测试, 软件测试]</td>\n",
       "      <td>59283885</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港</td>\n",
       "      <td>20230613110233</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>软件测试应届生（23届）</td>\n",
       "      <td>...</td>\n",
       "      <td>ca3efb1f9a5faa70749252f4361b31a2</td>\n",
       "      <td>63a26c44dab8425fae0e7e1b03u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>62b3ce0c8cd3bf59a05ff51d04u.png</td>\n",
       "      <td>9861675.0</td>\n",
       "      <td>成都无敌勇士科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9861675/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"1f106856e3e529359d19d059892ca5e1\",\"im...</td>\n",
       "      <td>[本科, 软件测试, 应用测试, 功能测试, iOS, Android]</td>\n",
       "      <td>58318215</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>...</td>\n",
       "      <td>999d7507686f81b628f2a408451b1532</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13447701.0</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/company/13447701/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"1b3d0b15ea2bc13d99c5c4fb06d115ec\",\"im...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>57158615</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>20230619100318</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>...</td>\n",
       "      <td>ff2a682ca4ca5ef4729e993fff0798b4</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5cd93b94501544662c710a6c05u.png</td>\n",
       "      <td>2680101.0</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/2680101/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2251880109%22%2C%22ckId%22%3...   \n",
       "1   %7B%22jobId%22%3A%2258720383%22%2C%22ckId%22%3...   \n",
       "2   %7B%22jobId%22%3A%2258720027%22%2C%22ckId%22%3...   \n",
       "3   %7B%22jobId%22%3A%2247109207%22%2C%22ckId%22%3...   \n",
       "4   %7B%22jobId%22%3A%2255273999%22%2C%22ckId%22%3...   \n",
       "..                                                ...   \n",
       "27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"51880109\",\"recruiterName\":\"邓女士\",\"job...   \n",
       "1   {\"jobId\":\"58720383\",\"recruiterName\":\"李先生\",\"job...   \n",
       "2   {\"jobId\":\"58720027\",\"recruiterName\":\"李先生\",\"job...   \n",
       "3   {\"jobId\":\"47109207\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "4   {\"jobId\":\"55273999\",\"recruiterName\":\"卞女士\",\"job...   \n",
       "..                                                ...   \n",
       "27  {\"imId\":\"4957d4f10187b67d2980490a0cdf2257\",\"im...   \n",
       "28  {\"imId\":\"e0944bb808b7f30a351ff05530f680dd\",\"im...   \n",
       "29  {\"imId\":\"391cce9e9c117e5216768808f0a1623b\",\"im...   \n",
       "30  {\"imId\":\"1f106856e3e529359d19d059892ca5e1\",\"im...   \n",
       "31  {\"imId\":\"1b3d0b15ea2bc13d99c5c4fb06d115ec\",\"im...   \n",
       "\n",
       "                                           job.labels job.jobId  job.salary  \\\n",
       "0   [金融产品, 征信行业, 金融行业, 金融理财/贷款, 批发/零售, 产品优化, 用户研究,...  51880109        薪资面议   \n",
       "1                  [IT互联网, SaaS产品, to B, 产品设计, 移动端产品]  58720383      25-40k   \n",
       "2                                                  []  58720027      40-60k   \n",
       "3   [private banking, product manager, due diligen...  47109207  30-40k·22薪   \n",
       "4                                        [交易产品, 金融行业]  55273999        薪资面议   \n",
       "..                                                ...       ...         ...   \n",
       "27                                                 []  46316869  40-70k·18薪   \n",
       "28                                               [本科]  36105889      12-25k   \n",
       "29                                   [本科, 功能测试, 软件测试]  59283885      20-25k   \n",
       "30               [本科, 软件测试, 应用测试, 功能测试, iOS, Android]  58318215      20-25k   \n",
       "31                                               [本科]  57158615      20-21k   \n",
       "\n",
       "     job.dq job.refreshTime job.jobKind  job.topJob  \\\n",
       "0    香港-观塘区  20221118143443           2       False   \n",
       "1    香港-观塘区  20230602174402           2       False   \n",
       "2    香港-观塘区  20230602174402           2       False   \n",
       "3        香港  20230619200635           1       False   \n",
       "4    香港-中西区  20221230112638           2       False   \n",
       "..      ...             ...         ...         ...   \n",
       "27       香港  20230522113042           1       False   \n",
       "28   香港-湾仔区  20210223134718           6       False   \n",
       "29       香港  20230613110233           6       False   \n",
       "30    香港-东区  20230506100220           6       False   \n",
       "31  香港-油尖旺区  20230619100318           6       False   \n",
       "\n",
       "                                        job.title  ...  \\\n",
       "0                            产品经理 Product Manager  ...   \n",
       "1                   产品经理 (Senior) Product Manager  ...   \n",
       "2                产品市场经理 Product Marketing Manager  ...   \n",
       "3              Product Manager, Wealth Management  ...   \n",
       "4                                   产品经理-海外交易柜台方向  ...   \n",
       "..                                            ...  ...   \n",
       "27                               风险合规经理（离岸财富管理产品）  ...   \n",
       "28                                           产品经理  ...   \n",
       "29                                   软件测试应届生（23届）  ...   \n",
       "30                                       APP测试工程师  ...   \n",
       "31  Graduate Engineer (Civil and MEP Engineering)  ...   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   07bc072f44dc45b06882c0069b0a733a  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "1   3893707b7534cc7459557d9eb7993d2f  61e1521019ffac3de11dd5c403u.png   \n",
       "2   3893707b7534cc7459557d9eb7993d2f  61e1521019ffac3de11dd5c403u.png   \n",
       "3   d5edf200a68183f18dc7b1298e13a96e  5d2e9ad6dde7f0565c17697c04u.jpg   \n",
       "4   1efac136cbe60a32a3ebc0e282cc3953  5f8f9865ea60860b75384fa508u.jpg   \n",
       "..                               ...                              ...   \n",
       "27  817ca8c828376dd7d0c68d73d09eb47b  5a95fa858e50c5b3522c209306a.png   \n",
       "28  ec2691c72242893ee561bfb7ea7b7aee  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "29  ca3efb1f9a5faa70749252f4361b31a2  63a26c44dab8425fae0e7e1b03u.png   \n",
       "30  999d7507686f81b628f2a408451b1532  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "31  ff2a682ca4ca5ef4729e993fff0798b4  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "\n",
       "   comp.compIndustry comp.compStage                    comp.compLogo  \\\n",
       "0               科技金融           美股上市  5f3ca396ea60860b75020faa02u.jpg   \n",
       "1               科技金融            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "2               科技金融            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "3           基金/证券/期货            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "4           基金/证券/期货         沪深A股上市  5bcd8a2f8e50a3257f7102c304a.jpg   \n",
       "..               ...            ...                              ...   \n",
       "27          基金/证券/投资          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "28              人工智能            NaN  616f846645a2627dc008eaa008u.png   \n",
       "29                游戏          融资未公开  62b3ce0c8cd3bf59a05ff51d04u.png   \n",
       "30                游戏            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "31           房地产开发经营            NaN  5cd93b94501544662c710a6c05u.png   \n",
       "\n",
       "    comp.compId                  comp.compName comp.compScale  \\\n",
       "0     8226823.0                          金融壹账通     2000-5000人   \n",
       "1    13057723.0  KPay merchant service limited         50-99人   \n",
       "2    13057723.0  KPay merchant service limited         50-99人   \n",
       "3           NaN                    某基金/证券/投资公司                  \n",
       "4     4580900.0                   中国国际金融股份有限公司    5000-10000人   \n",
       "..          ...                            ...            ...   \n",
       "27          NaN                     某公募基金理财子公司       500-999人   \n",
       "28   12208295.0                     华润数科控股有限公司     2000-5000人   \n",
       "29    9861675.0                   成都无敌勇士科技有限公司       100-499人   \n",
       "30   13447701.0                  Winner Studio                  \n",
       "31    2680101.0                           阿特金斯       100-499人   \n",
       "\n",
       "                                   comp.link job.campusJobKind  \n",
       "0    https://www.liepin.com/company/8226823/               NaN  \n",
       "1   https://www.liepin.com/company/13057723/               NaN  \n",
       "2   https://www.liepin.com/company/13057723/               NaN  \n",
       "3                                                          NaN  \n",
       "4    https://www.liepin.com/company/4580900/               NaN  \n",
       "..                                       ...               ...  \n",
       "27                                                         NaN  \n",
       "28  https://www.liepin.com/company/12208295/                应届  \n",
       "29   https://www.liepin.com/company/9861675/                应届  \n",
       "30  https://www.liepin.com/company/13447701/                应届  \n",
       "31   https://www.liepin.com/company/2680101/                应届  \n",
       "\n",
       "[112 rows x 32 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e90007af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'产品经理'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['data']['mainSearchPcConditionForm']['key']\n",
    "key"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4eb97f00",
   "metadata": {},
   "source": [
    "# 数据存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0b311c8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "58f7cbcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=6, tm_mday=19, tm_hour=21, tm_min=17, tm_sec=32, tm_wday=0, tm_yday=170, tm_isdst=0)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5fb3c75e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'619_2117'"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "             +str(time.localtime().tm_mday)+'_'\\\n",
    "             +str(time.localtime().tm_hour) \\\n",
    "             +str(time.localtime().tm_min)\n",
    "output_time "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b61dd985",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照职位名称和时间导出文件\n",
    "df.to_excel( key +'_liepin_'+output_time+'.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e48118b",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "> 1.Pandas/Numpy\n",
    "> 2.Pyecharts(bokeh、matplotlab、seaborn、echarts、Tebleau)/更考虑用户的体验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5ab08a3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "43d2c728",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobId%22%3A%2251880109%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"51880109\",\"recruiterName\":\"邓女士\",\"job...</td>\n",
       "      <td>['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '...</td>\n",
       "      <td>51880109</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>20221118143443</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>07bc072f44dc45b06882c0069b0a733a</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5f3ca396ea60860b75020faa02u.jpg</td>\n",
       "      <td>8226823.0</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8226823/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobId%22%3A%2258720383%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58720383\",\"recruiterName\":\"李先生\",\"job...</td>\n",
       "      <td>['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']</td>\n",
       "      <td>58720383</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>3893707b7534cc7459557d9eb7993d2f</td>\n",
       "      <td>61e1521019ffac3de11dd5c403u.png</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13057723.0</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13057723/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobId%22%3A%2258720027%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"58720027\",\"recruiterName\":\"李先生\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58720027</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>3893707b7534cc7459557d9eb7993d2f</td>\n",
       "      <td>61e1521019ffac3de11dd5c403u.png</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13057723.0</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13057723/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobId%22%3A%2247109207%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"47109207\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>['private banking', 'product manager', 'due di...</td>\n",
       "      <td>47109207</td>\n",
       "      <td>30-40k·22薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>20230619200635</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>d5edf200a68183f18dc7b1298e13a96e</td>\n",
       "      <td>5d2e9ad6dde7f0565c17697c04u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某基金/证券/投资公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobId%22%3A%2255273999%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"55273999\",\"recruiterName\":\"卞女士\",\"job...</td>\n",
       "      <td>['交易产品', '金融行业']</td>\n",
       "      <td>55273999</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-中西区</td>\n",
       "      <td>20221230112638</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>1efac136cbe60a32a3ebc0e282cc3953</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bcd8a2f8e50a3257f7102c304a.jpg</td>\n",
       "      <td>4580900.0</td>\n",
       "      <td>中国国际金融股份有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/4580900/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>27</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"4957d4f10187b67d2980490a0cdf2257\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>46316869</td>\n",
       "      <td>40-70k·18薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>20230522113042</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>817ca8c828376dd7d0c68d73d09eb47b</td>\n",
       "      <td>5a95fa858e50c5b3522c209306a.png</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某公募基金理财子公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>28</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"e0944bb808b7f30a351ff05530f680dd\",\"im...</td>\n",
       "      <td>['本科']</td>\n",
       "      <td>36105889</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ec2691c72242893ee561bfb7ea7b7aee</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>NaN</td>\n",
       "      <td>616f846645a2627dc008eaa008u.png</td>\n",
       "      <td>12208295.0</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/12208295/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>29</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"391cce9e9c117e5216768808f0a1623b\",\"im...</td>\n",
       "      <td>['本科', '功能测试', '软件测试']</td>\n",
       "      <td>59283885</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港</td>\n",
       "      <td>20230613110233</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ca3efb1f9a5faa70749252f4361b31a2</td>\n",
       "      <td>63a26c44dab8425fae0e7e1b03u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>62b3ce0c8cd3bf59a05ff51d04u.png</td>\n",
       "      <td>9861675.0</td>\n",
       "      <td>成都无敌勇士科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9861675/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>30</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"1f106856e3e529359d19d059892ca5e1\",\"im...</td>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>58318215</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>999d7507686f81b628f2a408451b1532</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13447701.0</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/13447701/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>31</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"1b3d0b15ea2bc13d99c5c4fb06d115ec\",\"im...</td>\n",
       "      <td>['本科']</td>\n",
       "      <td>57158615</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>20230619100318</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ff2a682ca4ca5ef4729e993fff0798b4</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5cd93b94501544662c710a6c05u.png</td>\n",
       "      <td>2680101.0</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/2680101/</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22jobId%22%3A%2251880109%22%2C%22ckId%22%3...   \n",
       "1             1  %7B%22jobId%22%3A%2258720383%22%2C%22ckId%22%3...   \n",
       "2             2  %7B%22jobId%22%3A%2258720027%22%2C%22ckId%22%3...   \n",
       "3             3  %7B%22jobId%22%3A%2247109207%22%2C%22ckId%22%3...   \n",
       "4             4  %7B%22jobId%22%3A%2255273999%22%2C%22ckId%22%3...   \n",
       "..          ...                                                ...   \n",
       "107          27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "108          28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "109          29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "110          30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "111          31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"jobId\":\"51880109\",\"recruiterName\":\"邓女士\",\"job...   \n",
       "1    {\"jobId\":\"58720383\",\"recruiterName\":\"李先生\",\"job...   \n",
       "2    {\"jobId\":\"58720027\",\"recruiterName\":\"李先生\",\"job...   \n",
       "3    {\"jobId\":\"47109207\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "4    {\"jobId\":\"55273999\",\"recruiterName\":\"卞女士\",\"job...   \n",
       "..                                                 ...   \n",
       "107  {\"imId\":\"4957d4f10187b67d2980490a0cdf2257\",\"im...   \n",
       "108  {\"imId\":\"e0944bb808b7f30a351ff05530f680dd\",\"im...   \n",
       "109  {\"imId\":\"391cce9e9c117e5216768808f0a1623b\",\"im...   \n",
       "110  {\"imId\":\"1f106856e3e529359d19d059892ca5e1\",\"im...   \n",
       "111  {\"imId\":\"1b3d0b15ea2bc13d99c5c4fb06d115ec\",\"im...   \n",
       "\n",
       "                                            job.labels  job.jobId  job.salary  \\\n",
       "0    ['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '...   51880109        薪资面议   \n",
       "1         ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']   58720383      25-40k   \n",
       "2                                                   []   58720027      40-60k   \n",
       "3    ['private banking', 'product manager', 'due di...   47109207  30-40k·22薪   \n",
       "4                                     ['交易产品', '金融行业']   55273999        薪资面议   \n",
       "..                                                 ...        ...         ...   \n",
       "107                                                 []   46316869  40-70k·18薪   \n",
       "108                                             ['本科']   36105889      12-25k   \n",
       "109                             ['本科', '功能测试', '软件测试']   59283885      20-25k   \n",
       "110   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']   58318215      20-25k   \n",
       "111                                             ['本科']   57158615      20-21k   \n",
       "\n",
       "      job.dq  job.refreshTime  job.jobKind  job.topJob  ...  \\\n",
       "0     香港-观塘区   20221118143443            2       False  ...   \n",
       "1     香港-观塘区   20230602174402            2       False  ...   \n",
       "2     香港-观塘区   20230602174402            2       False  ...   \n",
       "3         香港   20230619200635            1       False  ...   \n",
       "4     香港-中西区   20221230112638            2       False  ...   \n",
       "..       ...              ...          ...         ...  ...   \n",
       "107       香港   20230522113042            1       False  ...   \n",
       "108   香港-湾仔区   20210223134718            6       False  ...   \n",
       "109       香港   20230613110233            6       False  ...   \n",
       "110    香港-东区   20230506100220            6       False  ...   \n",
       "111  香港-油尖旺区   20230619100318            6       False  ...   \n",
       "\n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0    07bc072f44dc45b06882c0069b0a733a  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "1    3893707b7534cc7459557d9eb7993d2f  61e1521019ffac3de11dd5c403u.png   \n",
       "2    3893707b7534cc7459557d9eb7993d2f  61e1521019ffac3de11dd5c403u.png   \n",
       "3    d5edf200a68183f18dc7b1298e13a96e  5d2e9ad6dde7f0565c17697c04u.jpg   \n",
       "4    1efac136cbe60a32a3ebc0e282cc3953  5f8f9865ea60860b75384fa508u.jpg   \n",
       "..                                ...                              ...   \n",
       "107  817ca8c828376dd7d0c68d73d09eb47b  5a95fa858e50c5b3522c209306a.png   \n",
       "108  ec2691c72242893ee561bfb7ea7b7aee  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "109  ca3efb1f9a5faa70749252f4361b31a2  63a26c44dab8425fae0e7e1b03u.png   \n",
       "110  999d7507686f81b628f2a408451b1532  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "111  ff2a682ca4ca5ef4729e993fff0798b4  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "\n",
       "     comp.compIndustry  comp.compStage                    comp.compLogo  \\\n",
       "0                 科技金融            美股上市  5f3ca396ea60860b75020faa02u.jpg   \n",
       "1                 科技金融             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "2                 科技金融             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "3             基金/证券/期货             NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "4             基金/证券/期货          沪深A股上市  5bcd8a2f8e50a3257f7102c304a.jpg   \n",
       "..                 ...             ...                              ...   \n",
       "107           基金/证券/投资           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "108               人工智能             NaN  616f846645a2627dc008eaa008u.png   \n",
       "109                 游戏           融资未公开  62b3ce0c8cd3bf59a05ff51d04u.png   \n",
       "110                 游戏             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "111            房地产开发经营             NaN  5cd93b94501544662c710a6c05u.png   \n",
       "\n",
       "    comp.compId                  comp.compName comp.compScale  \\\n",
       "0     8226823.0                          金融壹账通     2000-5000人   \n",
       "1    13057723.0  KPay merchant service limited         50-99人   \n",
       "2    13057723.0  KPay merchant service limited         50-99人   \n",
       "3           NaN                    某基金/证券/投资公司            NaN   \n",
       "4     4580900.0                   中国国际金融股份有限公司    5000-10000人   \n",
       "..          ...                            ...            ...   \n",
       "107         NaN                     某公募基金理财子公司       500-999人   \n",
       "108  12208295.0                     华润数科控股有限公司     2000-5000人   \n",
       "109   9861675.0                   成都无敌勇士科技有限公司       100-499人   \n",
       "110  13447701.0                  Winner Studio            NaN   \n",
       "111   2680101.0                           阿特金斯       100-499人   \n",
       "\n",
       "                                    comp.link job.campusJobKind  \n",
       "0     https://www.liepin.com/company/8226823/               NaN  \n",
       "1    https://www.liepin.com/company/13057723/               NaN  \n",
       "2    https://www.liepin.com/company/13057723/               NaN  \n",
       "3                                         NaN               NaN  \n",
       "4     https://www.liepin.com/company/4580900/               NaN  \n",
       "..                                        ...               ...  \n",
       "107                                       NaN               NaN  \n",
       "108  https://www.liepin.com/company/12208295/                应届  \n",
       "109   https://www.liepin.com/company/9861675/                应届  \n",
       "110  https://www.liepin.com/company/13447701/                应届  \n",
       "111   https://www.liepin.com/company/2680101/                应届  \n",
       "\n",
       "[112 rows x 33 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(key+'_liepin_'+output_time+'.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "40d6ea4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 112 entries, 0 to 111\n",
      "Data columns (total 33 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                112 non-null    int64  \n",
      " 1   dataInfo                  112 non-null    object \n",
      " 2   dataParams                112 non-null    object \n",
      " 3   job.labels                112 non-null    object \n",
      " 4   job.jobId                 112 non-null    int64  \n",
      " 5   job.salary                112 non-null    object \n",
      " 6   job.dq                    112 non-null    object \n",
      " 7   job.refreshTime           112 non-null    int64  \n",
      " 8   job.jobKind               112 non-null    int64  \n",
      " 9   job.topJob                112 non-null    bool   \n",
      " 10  job.title                 112 non-null    object \n",
      " 11  job.link                  112 non-null    object \n",
      " 12  job.pcOuterLink           0 non-null      float64\n",
      " 13  job.h5OuterLink           0 non-null      float64\n",
      " 14  job.requireEduLevel       108 non-null    object \n",
      " 15  job.requireWorkYears      108 non-null    object \n",
      " 16  job.advViewFlag           112 non-null    bool   \n",
      " 17  job.dataPromId            112 non-null    object \n",
      " 18  recruiter.recruiterName   112 non-null    object \n",
      " 19  recruiter.recruiterTitle  92 non-null     object \n",
      " 20  recruiter.imId            112 non-null    object \n",
      " 21  recruiter.imUserType      112 non-null    int64  \n",
      " 22  recruiter.chatted         112 non-null    bool   \n",
      " 23  recruiter.recruiterId     112 non-null    object \n",
      " 24  recruiter.recruiterPhoto  112 non-null    object \n",
      " 25  comp.compIndustry         112 non-null    object \n",
      " 26  comp.compStage            49 non-null     object \n",
      " 27  comp.compLogo             112 non-null    object \n",
      " 28  comp.compId               75 non-null     float64\n",
      " 29  comp.compName             112 non-null    object \n",
      " 30  comp.compScale            102 non-null    object \n",
      " 31  comp.link                 75 non-null     object \n",
      " 32  job.campusJobKind         4 non-null      object \n",
      "dtypes: bool(3), float64(3), int64(5), object(22)\n",
      "memory usage: 26.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbb18786",
   "metadata": {},
   "source": [
    "# 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "d7c7fa28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '...</td>\n",
       "      <td>20221118143443</td>\n",
       "      <td>产品经理 Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>产品经理 (Senior) Product Manager</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>产品市场经理 Product Marketing Manager</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['private banking', 'product manager', 'due di...</td>\n",
       "      <td>20230619200635</td>\n",
       "      <td>Product Manager, Wealth Management</td>\n",
       "      <td>30-40k·22薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某基金/证券/投资公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['交易产品', '金融行业']</td>\n",
       "      <td>20221230112638</td>\n",
       "      <td>产品经理-海外交易柜台方向</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-中西区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>中国国际金融股份有限公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522113042</td>\n",
       "      <td>风险合规经理（离岸财富管理产品）</td>\n",
       "      <td>40-70k·18薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某公募基金理财子公司</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>['本科', '功能测试', '软件测试']</td>\n",
       "      <td>20230613110233</td>\n",
       "      <td>软件测试应届生（23届）</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>成都无敌勇士科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20230619100318</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0    ['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '...   20221118143443   \n",
       "1         ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']   20230602174402   \n",
       "2                                                   []   20230602174402   \n",
       "3    ['private banking', 'product manager', 'due di...   20230619200635   \n",
       "4                                     ['交易产品', '金融行业']   20221230112638   \n",
       "..                                                 ...              ...   \n",
       "107                                                 []   20230522113042   \n",
       "108                                             ['本科']   20210223134718   \n",
       "109                             ['本科', '功能测试', '软件测试']   20230613110233   \n",
       "110   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']   20230506100220   \n",
       "111                                             ['本科']   20230619100318   \n",
       "\n",
       "                                         job.title  job.salary   job.dq  \\\n",
       "0                             产品经理 Product Manager        薪资面议   香港-观塘区   \n",
       "1                    产品经理 (Senior) Product Manager      25-40k   香港-观塘区   \n",
       "2                 产品市场经理 Product Marketing Manager      40-60k   香港-观塘区   \n",
       "3               Product Manager, Wealth Management  30-40k·22薪       香港   \n",
       "4                                    产品经理-海外交易柜台方向        薪资面议   香港-中西区   \n",
       "..                                             ...         ...      ...   \n",
       "107                               风险合规经理（离岸财富管理产品）  40-70k·18薪       香港   \n",
       "108                                           产品经理      12-25k   香港-湾仔区   \n",
       "109                                   软件测试应届生（23届）      20-25k       香港   \n",
       "110                                       APP测试工程师      20-25k    香港-东区   \n",
       "111  Graduate Engineer (Civil and MEP Engineering)      20-21k  香港-油尖旺区   \n",
       "\n",
       "     job.topJob job.requireWorkYears job.requireEduLevel comp.compStage  \\\n",
       "0         False                 3-5年                统招本科           美股上市   \n",
       "1         False                5-10年                  本科            NaN   \n",
       "2         False                 3-5年                  本科            NaN   \n",
       "3         False                 3-5年               本科及以上            NaN   \n",
       "4         False                5-10年                  硕士         沪深A股上市   \n",
       "..          ...                  ...                 ...            ...   \n",
       "107       False                5-10年               硕士及以上          融资未公开   \n",
       "108       False                  NaN                 NaN            NaN   \n",
       "109       False                  NaN                 NaN          融资未公开   \n",
       "110       False                  NaN                 NaN            NaN   \n",
       "111       False                  NaN                 NaN            NaN   \n",
       "\n",
       "                     comp.compName comp.compIndustry comp.compScale  \n",
       "0                            金融壹账通              科技金融     2000-5000人  \n",
       "1    KPay merchant service limited              科技金融         50-99人  \n",
       "2    KPay merchant service limited              科技金融         50-99人  \n",
       "3                      某基金/证券/投资公司          基金/证券/期货            NaN  \n",
       "4                     中国国际金融股份有限公司          基金/证券/期货    5000-10000人  \n",
       "..                             ...               ...            ...  \n",
       "107                     某公募基金理财子公司          基金/证券/投资       500-999人  \n",
       "108                     华润数科控股有限公司              人工智能     2000-5000人  \n",
       "109                   成都无敌勇士科技有限公司                游戏       100-499人  \n",
       "110                  Winner Studio                游戏            NaN  \n",
       "111                           阿特金斯           房地产开发经营       100-499人  \n",
       "\n",
       "[112 rows x 12 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ba67ee9",
   "metadata": {},
   "source": [
    "# 地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "22b25c56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "香港         46\n",
       "香港-葵青区     17\n",
       "香港-湾仔区     14\n",
       "香港-中西区     12\n",
       "香港-观塘区      6\n",
       "香港-东区       4\n",
       "香港-沙田区      3\n",
       "香港-油尖旺区     3\n",
       "香港-西贡区      2\n",
       "香港-元朗区      2\n",
       "香港-荃湾区      1\n",
       "香港-九龙城区     1\n",
       "香港-深水埗区     1\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "7d5ab1cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['香港',\n",
       " '香港-葵青区',\n",
       " '香港-湾仔区',\n",
       " '香港-中西区',\n",
       " '香港-观塘区',\n",
       " '香港-东区',\n",
       " '香港-沙田区',\n",
       " '香港-油尖旺区',\n",
       " '香港-西贡区',\n",
       " '香港-元朗区',\n",
       " '香港-荃湾区',\n",
       " '香港-九龙城区',\n",
       " '香港-深水埗区']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "bcbcf555",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['葵青区',\n",
       " '湾仔区',\n",
       " '中西区',\n",
       " '观塘区',\n",
       " '东区',\n",
       " '沙田区',\n",
       " '油尖旺区',\n",
       " '西贡区',\n",
       " '元朗区',\n",
       " '荃湾区',\n",
       " '九龙城区',\n",
       " '深水埗区']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区 = [  df_PM_gz['job.dq'].value_counts().index.tolist()[i].split('-')[1]\\\n",
    "      for i,v in enumerate(df_PM_gz['job.dq'].value_counts().index.tolist()) if '-' in v]\n",
    "地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "fbfd25ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[17, 14, 12, 6, 4, 3, 3, 2, 2, 1, 1, 1]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "岗位个数 = [  df_PM_gz['job.dq'].value_counts().values.tolist()[i]     \\\n",
    "        for i,v in enumerate(df_PM_gz['job.dq'].value_counts().index.tolist()) if '-' in v]\n",
    "岗位个数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01a50e36",
   "metadata": {},
   "source": [
    "# 职位分布\n",
    "> 1.pandas.series.str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "09f25d30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                               产品经理 Product Manager\n",
       "1                      产品经理 (Senior) Product Manager\n",
       "2                   产品市场经理 Product Marketing Manager\n",
       "3                 Product Manager, Wealth Management\n",
       "4                                      产品经理-海外交易柜台方向\n",
       "                           ...                      \n",
       "107                                 风险合规经理（离岸财富管理产品）\n",
       "108                                             产品经理\n",
       "109                                     软件测试应届生（23届）\n",
       "110                                         APP测试工程师\n",
       "111    Graduate Engineer (Civil and MEP Engineering)\n",
       "Name: job.title, Length: 112, dtype: object"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8083eaaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12             金融产品经理\n",
       "22                   \n",
       "26                   \n",
       "31             【总行岗位】\n",
       "34              IT PM\n",
       "37        IT Infra PM\n",
       "53     HCM产品行销经理\\售前顾问\n",
       "72         平台产品leader\n",
       "84       石油化工项目-设计工程师\n",
       "91          石油化工项目工程师\n",
       "92         高级ICT技术经理 \n",
       "93                   \n",
       "104             9号牌RO\n",
       "105            证券投资经理\n",
       "107            风险合规经理\n",
       "109           软件测试应届生\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还要合并回去原来的行\n",
    "df_PM_gz['job.title'][   df_PM_gz['job.title'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "2b99d4e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                     11\n",
       "产品经理                                      6\n",
       "                                          3\n",
       "产品岗                                       2\n",
       "数字化产品经理                                   2\n",
       "                                         ..\n",
       "Business Management Product Manager       1\n",
       "IoT solution & Device Product Manager     1\n",
       "SaaS Product Manager                      1\n",
       "5G Device Product Manager                 1\n",
       "Graduate Engineer                         1\n",
       "Name: job.title, Length: 90, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\n",
    "df_job_title = df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c6f01819",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品经理',\n",
       " '产品经理 ',\n",
       " '',\n",
       " '产品岗',\n",
       " '数字化产品经理',\n",
       " 'Product Manager ',\n",
       " '金融产品经理',\n",
       " '海外对冲基金产品专家',\n",
       " '产品解决方案专家',\n",
       " '石油化工项目-设计工程师',\n",
       " '南方东英-固收交易员',\n",
       " '数据中心运营流程管理高级工程师',\n",
       " '准入测试专员',\n",
       " '\\xa090M0116548项目工程师',\n",
       " '境外-创新增长运营',\n",
       " '产品经理 Product Manager',\n",
       " 'Project Engineer - Project Management and Service Access',\n",
       " 'Project Document Controller at HK Site',\n",
       " '南方基金香港子公司',\n",
       " '蚂蚁集团-产品专家-国际事业群',\n",
       " 'Healthcare Analyst',\n",
       " '数字化转型',\n",
       " '平台产品leader',\n",
       " '结构化产品专家',\n",
       " '销售代表',\n",
       " '业务流程岗',\n",
       " 'Account Manager',\n",
       " 'Fixed Income Trader',\n",
       " '仓库组长',\n",
       " 'APP测试工程师',\n",
       " '软件测试应届生',\n",
       " '风险合规经理',\n",
       " '客户服务经理Product & Customer Service Manager',\n",
       " '证券投资经理',\n",
       " '9号牌RO',\n",
       " 'QA测试工程师',\n",
       " ' IT Project Manager',\n",
       " 'Associate, Product Development',\n",
       " '38518C-【CRA】征信模型设计',\n",
       " 'Assistant Manager, Digital Marketing',\n",
       " 'Sales and Marketing Director',\n",
       " '商务开发经理',\n",
       " '仓库文员',\n",
       " '普洱茶 市场销售部总监',\n",
       " '高级ICT技术经理 ',\n",
       " '石油化工项目工程师',\n",
       " 'Senior Program Manager - HK',\n",
       " '香港高级投资经理',\n",
       " 'HelpDesk技术支持',\n",
       " '对冲基金产品专家',\n",
       " '基金产品经理',\n",
       " '多资产基金经理-Multi Asset PM',\n",
       " 'IT PM',\n",
       " '助理产品经理',\n",
       " '【总行岗位】',\n",
       " '数据产品经理',\n",
       " 'Global CTA PM ',\n",
       " '期权产品经理',\n",
       " '[量化]基金经理',\n",
       " '38518G-【CRA】产品经理',\n",
       " 'Product Manager - Transaction',\n",
       " '海外交易柜台产品经理',\n",
       " 'Product Manager , Electronic Banking',\n",
       " 'Product Manager- Fulfillment',\n",
       " 'Product Manager-Film Capacitor',\n",
       " '产品经理-海外交易柜台方向',\n",
       " 'Product Manager, Wealth Management',\n",
       " '产品市场经理 Product Marketing Manager',\n",
       " 'IT Infra PM',\n",
       " '售前产品经理',\n",
       " '投资经理',\n",
       " '云计算售前产品经理',\n",
       " 'Quantitative Portfolio Manager 量化投资基金经理 - SG',\n",
       " 'Project Engineer at HK Site',\n",
       " '38518H-【CRA】数据资产管理经理',\n",
       " 'Project Design Engineer at HK Site',\n",
       " '数字营销经理',\n",
       " 'Digital Marketing Manager',\n",
       " '财富产品专家',\n",
       " '海外对冲基金产品总监',\n",
       " '基金产品总监',\n",
       " 'HCM产品行销经理\\\\售前顾问',\n",
       " '新产品发展经理',\n",
       " 'EHS技术产品研发经理 EHS Solutions RD Manager',\n",
       " 'Product Marketing Manager_Timing Devices',\n",
       " 'Business Management Product Manager',\n",
       " 'IoT solution & Device Product Manager',\n",
       " 'SaaS Product Manager',\n",
       " '5G Device Product Manager',\n",
       " 'Graduate Engineer ']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "243b8cfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_job_title.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "654edd8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[11,\n",
       " 6,\n",
       " 3,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "48b6f59a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                             10\n",
       "Product Manager (AD to Dir)                       2\n",
       "海外对冲基金产品专家                                        2\n",
       "数字化产品经理                                           2\n",
       "产品经理 Product Manager                              1\n",
       "                                                 ..\n",
       "基金产品经理                                            1\n",
       "IT Infra PM（英语 ）                                  1\n",
       "多资产基金经理-Multi Asset PM                            1\n",
       "金融产品经理                                            1\n",
       "Graduate Engineer (Civil and MEP Engineering)     1\n",
       "Name: job.title, Length: 100, dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 未处理字符串的数据（不太整洁和干净的数据）\n",
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "cb912b3b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('产品经理 ', 6),\n",
       " ('', 3),\n",
       " ('产品岗', 2),\n",
       " ('数字化产品经理', 2),\n",
       " ('Product Manager ', 2),\n",
       " ('金融产品经理', 2),\n",
       " ('海外对冲基金产品专家', 2),\n",
       " ('产品解决方案专家', 1),\n",
       " ('石油化工项目-设计工程师', 1),\n",
       " ('南方东英-固收交易员', 1),\n",
       " ('数据中心运营流程管理高级工程师', 1),\n",
       " ('准入测试专员', 1),\n",
       " ('\\xa090M0116548项目工程师', 1),\n",
       " ('境外-创新增长运营', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('Project Engineer - Project Management and Service Access', 1),\n",
       " ('Project Document Controller at HK Site', 1),\n",
       " ('南方基金香港子公司', 1),\n",
       " ('蚂蚁集团-产品专家-国际事业群', 1),\n",
       " ('Healthcare Analyst', 1),\n",
       " ('数字化转型', 1),\n",
       " ('平台产品leader', 1),\n",
       " ('结构化产品专家', 1),\n",
       " ('销售代表', 1),\n",
       " ('业务流程岗', 1),\n",
       " ('Account Manager', 1),\n",
       " ('Fixed Income Trader', 1),\n",
       " ('仓库组长', 1),\n",
       " ('APP测试工程师', 1),\n",
       " ('软件测试应届生', 1),\n",
       " ('风险合规经理', 1),\n",
       " ('客户服务经理Product & Customer Service Manager', 1),\n",
       " ('证券投资经理', 1),\n",
       " ('9号牌RO', 1),\n",
       " ('QA测试工程师', 1),\n",
       " (' IT Project Manager', 1),\n",
       " ('Associate, Product Development', 1),\n",
       " ('38518C-【CRA】征信模型设计', 1),\n",
       " ('Assistant Manager, Digital Marketing', 1),\n",
       " ('Sales and Marketing Director', 1),\n",
       " ('商务开发经理', 1),\n",
       " ('仓库文员', 1),\n",
       " ('普洱茶 市场销售部总监', 1),\n",
       " ('高级ICT技术经理 ', 1),\n",
       " ('石油化工项目工程师', 1),\n",
       " ('Senior Program Manager - HK', 1),\n",
       " ('香港高级投资经理', 1),\n",
       " ('HelpDesk技术支持', 1),\n",
       " ('对冲基金产品专家', 1),\n",
       " ('基金产品经理', 1),\n",
       " ('多资产基金经理-Multi Asset PM', 1),\n",
       " ('IT PM', 1),\n",
       " ('助理产品经理', 1),\n",
       " ('【总行岗位】', 1),\n",
       " ('数据产品经理', 1),\n",
       " ('Global CTA PM ', 1),\n",
       " ('期权产品经理', 1),\n",
       " ('[量化]基金经理', 1),\n",
       " ('38518G-【CRA】产品经理', 1),\n",
       " ('Product Manager - Transaction', 1),\n",
       " ('海外交易柜台产品经理', 1),\n",
       " ('Product Manager , Electronic Banking', 1),\n",
       " ('Product Manager- Fulfillment', 1),\n",
       " ('Product Manager-Film Capacitor', 1),\n",
       " ('产品经理-海外交易柜台方向', 1),\n",
       " ('Product Manager, Wealth Management', 1),\n",
       " ('产品市场经理 Product Marketing Manager', 1),\n",
       " ('IT Infra PM', 1),\n",
       " ('售前产品经理', 1),\n",
       " ('投资经理', 1),\n",
       " ('云计算售前产品经理', 1),\n",
       " ('Quantitative Portfolio Manager 量化投资基金经理 - SG', 1),\n",
       " ('Project Engineer at HK Site', 1),\n",
       " ('38518H-【CRA】数据资产管理经理', 1),\n",
       " ('Project Design Engineer at HK Site', 1),\n",
       " ('数字营销经理', 1),\n",
       " ('Digital Marketing Manager', 1),\n",
       " ('财富产品专家', 1),\n",
       " ('海外对冲基金产品总监', 1),\n",
       " ('基金产品总监', 1),\n",
       " ('HCM产品行销经理\\\\售前顾问', 1),\n",
       " ('新产品发展经理', 1),\n",
       " ('EHS技术产品研发经理 EHS Solutions RD Manager', 1),\n",
       " ('Product Marketing Manager_Timing Devices', 1),\n",
       " ('Business Management Product Manager', 1),\n",
       " ('IoT solution & Device Product Manager', 1),\n",
       " ('SaaS Product Manager', 1),\n",
       " ('5G Device Product Manager', 1),\n",
       " ('Graduate Engineer ', 1)]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\n",
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b77b9ff6",
   "metadata": {},
   "source": [
    "# job.labels\n",
    "> 目标：统计labels的数量并做词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "83024ee4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      ['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '...\n",
       "1           ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']\n",
       "2                                                     []\n",
       "3      ['private banking', 'product manager', 'due di...\n",
       "4                                       ['交易产品', '金融行业']\n",
       "                             ...                        \n",
       "107                                                   []\n",
       "108                                               ['本科']\n",
       "109                               ['本科', '功能测试', '软件测试']\n",
       "110     ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']\n",
       "111                                               ['本科']\n",
       "Name: job.labels, Length: 112, dtype: object"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "067c60e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '产品优化', '用户研究', '产品设计', '交互设计', '团队管理']\",\n",
       "       \"['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']\", '[]',\n",
       "       \"['private banking', 'product manager', 'due diligence ', 'product advisory', 'product training', 'product review', '财富管理', '产品经理', '产品上架', '尽职调查']\",\n",
       "       \"['交易产品', '金融行业']\", '[]', '[]', '[]', \"['金融产品经理']\", '[]', '[]',\n",
       "       '[]', '[]', \"['区块链', '产品规划', 'web3', '数据产品', 'to C', 'IT互联网']\",\n",
       "       \"['商业产品', '用户研究', '团队管理', '产品规划', '数据分析']\",\n",
       "       \"['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '产品优化', '产品设计', '用户研究', '团队管理', '交互设计']\",\n",
       "       \"['征信行业']\", \"['硬件产品', '游戏产品']\", '[]',\n",
       "       \"['需求分析', 'IT互联网', '区块链', 'web端产品', '产品规划', '用户研究', '市场调研', '原型设计', '产品优化', 'Axure']\",\n",
       "       \"['海外产品', '用户研究', '产品规划', '产品设计', '团队管理']\",\n",
       "       \"['CRM产品', '策略产品', '工具产品', '数据产品', 'to C', 'CRM系统', '广告营销', '用户研究', '产品设计', '产品规划']\",\n",
       "       '[]', '[]', \"['量化交易', 'CTA策略']\",\n",
       "       \"['工具产品', '投资产品', '电商产品', '通讯/网络设备', '广告营销', '电子商务', '产品优化']\",\n",
       "       '[]', '[]', '[]', '[]', \"['数据产品', '征信行业', '产品优化']\", '[]',\n",
       "       \"['智能家居', '物联网', '智慧家居', '智能硬件', '照明产品']\", '[]', '[]',\n",
       "       \"['金融产品', '产品经理', '投资管理', '资产管理', '财富管理', 'Product Manager', '基金类']\",\n",
       "       '[]', '[]', '[]', '[]', \"['CRM软件', '需求确认', '营销项目', 'CRM系统']\",\n",
       "       \"['客户管理', 'RFP']\", \"['产品规划', '产品设计']\", '[]', \"['通信领域']\",\n",
       "       \"['商业产品', '云计算', '移动端产品', '竞品分析', '用户研究', '团队管理']\",\n",
       "       \"['需求挖掘', '数据分析', '需求分析', '产品规划', '需求调研', '产品设计', '计算机软件', '通讯/网络设备', '后台产品', 'SaaS产品']\",\n",
       "       \"['saas']\", \"['技术支持']\", '[]', \"['ActionScript']\",\n",
       "       \"['EHS', 'PPE', '安全生产', '职业卫生', '工业卫生', 'HSE', 'ESH', 'Process safety', '工艺安全', '过程安全']\",\n",
       "       \"['新产品导入']\", \"['HCM', '售前', '本地化', '海外']\", '[]', '[]', '[]',\n",
       "       \"['基金产品总监', '基金筛选', 'FOF基金', '对冲基金', '结构化产品', '基金尽调', '海外基金']\",\n",
       "       '[]',\n",
       "       \"['市场营销', '竞品分析', '社交媒体', '社交媒介', '营销活动', '广告/传媒/文化', 'IT/互联网/软件']\",\n",
       "       \"['营销策划', '品牌策划', '自媒体策划', '社交媒体', '社交媒介', '营销活动', '广告/传媒/文化', 'IT/互联网/软件', '消费品']\",\n",
       "       \"['施工现场管理', '建筑施工', 'PROJECT']\", '[]',\n",
       "       \"['施工现场管理', '安防工程', '建筑施工']\", \"['ActionScript']\", '[]', '[]', '[]',\n",
       "       \"['SQL']\",\n",
       "       \"['美元VC', '清华姚班', '清华智班', '清华量信班', '机器人', '人工智能研究院', 'AI', 'OpenAI']\",\n",
       "       \"['门店销售']\", '[]',\n",
       "       \"['平台产品', '增长产品', 'IT互联网', '产品设计', '用户研究', '团队管理']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '数据分析', '团队管理']\", \"['对冲基金', '医疗行业分析师']\",\n",
       "       \"['金融产品', '互联网金融', '金融理财/贷款', '金融行业', 'IT互联网', '批发/零售', '产品设计', '产品规划', '团队管理']\",\n",
       "       '[]', '[]', '[]', \"['用户运营', '产品运营']\",\n",
       "       \"['项目工程师', '香港工作', '土木工程', '结构工程']\", \"['终端产品']\",\n",
       "       \"['大数据', '流程管理', '交付管理', '化工行业', '流程优化', 'IT/互联网/软件', 'PMP项目管理认证', 'PMP', '项目管理师']\",\n",
       "       '[]', \"['质量管理', '风控项目', 'ASP.NET', '.NET']\",\n",
       "       \"['金融产品', '金融行业', '征信行业', '用户研究', '产品规划']\", '[]', \"['项目施工管理']\",\n",
       "       '[]', \"['数据产品', '数据挖掘']\", '[]',\n",
       "       \"['风控项目', '质量管理', '.NET', 'ASP.NET', 'ClickHouse']\", '[]', '[]',\n",
       "       \"['事业部总监 ', '事业部总经理  ', '总经理', '销售总监']\",\n",
       "       \"['出入库管理', '仓库管理', '订单管理', '库存管理', '库存盘点', '现场管理', '海外仓', '贸易/进出口', '电子产品及配件', '消费品']\",\n",
       "       \"['saas', '市场洞察', '客户管理', 'IT/互联网/软件', '电子/通信/硬件', '团队管理', '电子商务', '销售管理', '广告/传媒/文化', '学术/科研']\",\n",
       "       '[]', \"['量化私募']\",\n",
       "       \"['网络营销', '策划', '市场营销', 'office', '整合营销', '数据统计分析']\", '[]',\n",
       "       \"['海外仓', '出入库管理', '库存盘点', '仓库管理', '库存管理', '现场管理', '消费品', '贸易/进出口', '交通/运输']\",\n",
       "       '[]',\n",
       "       \"['软件测试', 'selenium', 'appium', 'automation', '自动化', '自动化测试']\",\n",
       "       '[]', '[]', \"['客户服务']\", '[]', \"['本科']\", \"['本科', '功能测试', '软件测试']\",\n",
       "       \"['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']\", \"['本科']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "cc31ef03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['金融产品',\n",
       "  '征信行业',\n",
       "  '金融行业',\n",
       "  '金融理财/贷款',\n",
       "  '批发/零售',\n",
       "  '产品优化',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '交互设计',\n",
       "  '团队管理'],\n",
       " ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品'],\n",
       " [],\n",
       " ['private banking',\n",
       "  'product manager',\n",
       "  'due diligence ',\n",
       "  'product advisory',\n",
       "  'product training',\n",
       "  'product review',\n",
       "  '财富管理',\n",
       "  '产品经理',\n",
       "  '产品上架',\n",
       "  '尽职调查'],\n",
       " ['交易产品', '金融行业'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['金融产品经理'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['区块链', '产品规划', 'web3', '数据产品', 'to C', 'IT互联网'],\n",
       " ['商业产品', '用户研究', '团队管理', '产品规划', '数据分析'],\n",
       " ['金融产品',\n",
       "  '征信行业',\n",
       "  '金融行业',\n",
       "  '金融理财/贷款',\n",
       "  '批发/零售',\n",
       "  '产品优化',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '团队管理',\n",
       "  '交互设计'],\n",
       " ['征信行业'],\n",
       " ['硬件产品', '游戏产品'],\n",
       " [],\n",
       " ['需求分析',\n",
       "  'IT互联网',\n",
       "  '区块链',\n",
       "  'web端产品',\n",
       "  '产品规划',\n",
       "  '用户研究',\n",
       "  '市场调研',\n",
       "  '原型设计',\n",
       "  '产品优化',\n",
       "  'Axure'],\n",
       " ['海外产品', '用户研究', '产品规划', '产品设计', '团队管理'],\n",
       " ['CRM产品',\n",
       "  '策略产品',\n",
       "  '工具产品',\n",
       "  '数据产品',\n",
       "  'to C',\n",
       "  'CRM系统',\n",
       "  '广告营销',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '产品规划'],\n",
       " [],\n",
       " [],\n",
       " ['量化交易', 'CTA策略'],\n",
       " ['工具产品', '投资产品', '电商产品', '通讯/网络设备', '广告营销', '电子商务', '产品优化'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['数据产品', '征信行业', '产品优化'],\n",
       " [],\n",
       " ['智能家居', '物联网', '智慧家居', '智能硬件', '照明产品'],\n",
       " [],\n",
       " [],\n",
       " ['金融产品', '产品经理', '投资管理', '资产管理', '财富管理', 'Product Manager', '基金类'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['CRM软件', '需求确认', '营销项目', 'CRM系统'],\n",
       " ['客户管理', 'RFP'],\n",
       " ['产品规划', '产品设计'],\n",
       " [],\n",
       " ['通信领域'],\n",
       " ['商业产品', '云计算', '移动端产品', '竞品分析', '用户研究', '团队管理'],\n",
       " ['需求挖掘',\n",
       "  '数据分析',\n",
       "  '需求分析',\n",
       "  '产品规划',\n",
       "  '需求调研',\n",
       "  '产品设计',\n",
       "  '计算机软件',\n",
       "  '通讯/网络设备',\n",
       "  '后台产品',\n",
       "  'SaaS产品'],\n",
       " ['saas'],\n",
       " ['技术支持'],\n",
       " [],\n",
       " ['ActionScript'],\n",
       " ['EHS',\n",
       "  'PPE',\n",
       "  '安全生产',\n",
       "  '职业卫生',\n",
       "  '工业卫生',\n",
       "  'HSE',\n",
       "  'ESH',\n",
       "  'Process safety',\n",
       "  '工艺安全',\n",
       "  '过程安全'],\n",
       " ['新产品导入'],\n",
       " ['HCM', '售前', '本地化', '海外'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['基金产品总监', '基金筛选', 'FOF基金', '对冲基金', '结构化产品', '基金尽调', '海外基金'],\n",
       " [],\n",
       " ['市场营销', '竞品分析', '社交媒体', '社交媒介', '营销活动', '广告/传媒/文化', 'IT/互联网/软件'],\n",
       " ['营销策划',\n",
       "  '品牌策划',\n",
       "  '自媒体策划',\n",
       "  '社交媒体',\n",
       "  '社交媒介',\n",
       "  '营销活动',\n",
       "  '广告/传媒/文化',\n",
       "  'IT/互联网/软件',\n",
       "  '消费品'],\n",
       " ['施工现场管理', '建筑施工', 'PROJECT'],\n",
       " [],\n",
       " ['施工现场管理', '安防工程', '建筑施工'],\n",
       " ['ActionScript'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['SQL'],\n",
       " ['美元VC', '清华姚班', '清华智班', '清华量信班', '机器人', '人工智能研究院', 'AI', 'OpenAI'],\n",
       " ['门店销售'],\n",
       " [],\n",
       " ['平台产品', '增长产品', 'IT互联网', '产品设计', '用户研究', '团队管理'],\n",
       " ['数据产品', '工具产品', '平台产品', '数据分析', '团队管理'],\n",
       " ['对冲基金', '医疗行业分析师'],\n",
       " ['金融产品',\n",
       "  '互联网金融',\n",
       "  '金融理财/贷款',\n",
       "  '金融行业',\n",
       "  'IT互联网',\n",
       "  '批发/零售',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '团队管理'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['用户运营', '产品运营'],\n",
       " ['项目工程师', '香港工作', '土木工程', '结构工程'],\n",
       " ['终端产品'],\n",
       " ['大数据',\n",
       "  '流程管理',\n",
       "  '交付管理',\n",
       "  '化工行业',\n",
       "  '流程优化',\n",
       "  'IT/互联网/软件',\n",
       "  'PMP项目管理认证',\n",
       "  'PMP',\n",
       "  '项目管理师'],\n",
       " [],\n",
       " ['质量管理', '风控项目', 'ASP.NET', '.NET'],\n",
       " ['金融产品', '金融行业', '征信行业', '用户研究', '产品规划'],\n",
       " [],\n",
       " ['项目施工管理'],\n",
       " [],\n",
       " ['数据产品', '数据挖掘'],\n",
       " [],\n",
       " ['风控项目', '质量管理', '.NET', 'ASP.NET', 'ClickHouse'],\n",
       " [],\n",
       " [],\n",
       " ['事业部总监 ', '事业部总经理  ', '总经理', '销售总监'],\n",
       " ['出入库管理',\n",
       "  '仓库管理',\n",
       "  '订单管理',\n",
       "  '库存管理',\n",
       "  '库存盘点',\n",
       "  '现场管理',\n",
       "  '海外仓',\n",
       "  '贸易/进出口',\n",
       "  '电子产品及配件',\n",
       "  '消费品'],\n",
       " ['saas',\n",
       "  '市场洞察',\n",
       "  '客户管理',\n",
       "  'IT/互联网/软件',\n",
       "  '电子/通信/硬件',\n",
       "  '团队管理',\n",
       "  '电子商务',\n",
       "  '销售管理',\n",
       "  '广告/传媒/文化',\n",
       "  '学术/科研'],\n",
       " [],\n",
       " ['量化私募'],\n",
       " ['网络营销', '策划', '市场营销', 'office', '整合营销', '数据统计分析'],\n",
       " [],\n",
       " ['海外仓', '出入库管理', '库存盘点', '仓库管理', '库存管理', '现场管理', '消费品', '贸易/进出口', '交通/运输'],\n",
       " [],\n",
       " ['软件测试', 'selenium', 'appium', 'automation', '自动化', '自动化测试'],\n",
       " [],\n",
       " [],\n",
       " ['客户服务'],\n",
       " [],\n",
       " ['本科'],\n",
       " ['本科', '功能测试', '软件测试'],\n",
       " ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android'],\n",
       " ['本科']]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "14df799a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['金融产品',\n",
       " '征信行业',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " '批发/零售',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '交互设计',\n",
       " '团队管理',\n",
       " 'IT互联网',\n",
       " 'SaaS产品',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " 'private banking',\n",
       " 'product manager',\n",
       " 'due diligence ',\n",
       " 'product advisory',\n",
       " 'product training',\n",
       " 'product review',\n",
       " '财富管理',\n",
       " '产品经理',\n",
       " '产品上架',\n",
       " '尽职调查',\n",
       " '交易产品',\n",
       " '金融行业',\n",
       " '金融产品经理',\n",
       " '区块链',\n",
       " '产品规划',\n",
       " 'web3',\n",
       " '数据产品',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " '商业产品',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '金融产品',\n",
       " '征信行业',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " '批发/零售',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '交互设计',\n",
       " '征信行业',\n",
       " '硬件产品',\n",
       " '游戏产品',\n",
       " '需求分析',\n",
       " 'IT互联网',\n",
       " '区块链',\n",
       " 'web端产品',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '原型设计',\n",
       " '产品优化',\n",
       " 'Axure',\n",
       " '海外产品',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '团队管理',\n",
       " 'CRM产品',\n",
       " '策略产品',\n",
       " '工具产品',\n",
       " '数据产品',\n",
       " 'to C',\n",
       " 'CRM系统',\n",
       " '广告营销',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '量化交易',\n",
       " 'CTA策略',\n",
       " '工具产品',\n",
       " '投资产品',\n",
       " '电商产品',\n",
       " '通讯/网络设备',\n",
       " '广告营销',\n",
       " '电子商务',\n",
       " '产品优化',\n",
       " '数据产品',\n",
       " '征信行业',\n",
       " '产品优化',\n",
       " '智能家居',\n",
       " '物联网',\n",
       " '智慧家居',\n",
       " '智能硬件',\n",
       " '照明产品',\n",
       " '金融产品',\n",
       " '产品经理',\n",
       " '投资管理',\n",
       " '资产管理',\n",
       " '财富管理',\n",
       " 'Product Manager',\n",
       " '基金类',\n",
       " 'CRM软件',\n",
       " '需求确认',\n",
       " '营销项目',\n",
       " 'CRM系统',\n",
       " '客户管理',\n",
       " 'RFP',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '通信领域',\n",
       " '商业产品',\n",
       " '云计算',\n",
       " '移动端产品',\n",
       " '竞品分析',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '需求挖掘',\n",
       " '数据分析',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '需求调研',\n",
       " '产品设计',\n",
       " '计算机软件',\n",
       " '通讯/网络设备',\n",
       " '后台产品',\n",
       " 'SaaS产品',\n",
       " 'saas',\n",
       " '技术支持',\n",
       " 'ActionScript',\n",
       " 'EHS',\n",
       " 'PPE',\n",
       " '安全生产',\n",
       " '职业卫生',\n",
       " '工业卫生',\n",
       " 'HSE',\n",
       " 'ESH',\n",
       " 'Process safety',\n",
       " '工艺安全',\n",
       " '过程安全',\n",
       " '新产品导入',\n",
       " 'HCM',\n",
       " '售前',\n",
       " '本地化',\n",
       " '海外',\n",
       " '基金产品总监',\n",
       " '基金筛选',\n",
       " 'FOF基金',\n",
       " '对冲基金',\n",
       " '结构化产品',\n",
       " '基金尽调',\n",
       " '海外基金',\n",
       " '市场营销',\n",
       " '竞品分析',\n",
       " '社交媒体',\n",
       " '社交媒介',\n",
       " '营销活动',\n",
       " '广告/传媒/文化',\n",
       " 'IT/互联网/软件',\n",
       " '营销策划',\n",
       " '品牌策划',\n",
       " '自媒体策划',\n",
       " '社交媒体',\n",
       " '社交媒介',\n",
       " '营销活动',\n",
       " '广告/传媒/文化',\n",
       " 'IT/互联网/软件',\n",
       " '消费品',\n",
       " '施工现场管理',\n",
       " '建筑施工',\n",
       " 'PROJECT',\n",
       " '施工现场管理',\n",
       " '安防工程',\n",
       " '建筑施工',\n",
       " 'ActionScript',\n",
       " 'SQL',\n",
       " '美元VC',\n",
       " '清华姚班',\n",
       " '清华智班',\n",
       " '清华量信班',\n",
       " '机器人',\n",
       " '人工智能研究院',\n",
       " 'AI',\n",
       " 'OpenAI',\n",
       " '门店销售',\n",
       " '平台产品',\n",
       " '增长产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '对冲基金',\n",
       " '医疗行业分析师',\n",
       " '金融产品',\n",
       " '互联网金融',\n",
       " '金融理财/贷款',\n",
       " '金融行业',\n",
       " 'IT互联网',\n",
       " '批发/零售',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '用户运营',\n",
       " '产品运营',\n",
       " '项目工程师',\n",
       " '香港工作',\n",
       " '土木工程',\n",
       " '结构工程',\n",
       " '终端产品',\n",
       " '大数据',\n",
       " '流程管理',\n",
       " '交付管理',\n",
       " '化工行业',\n",
       " '流程优化',\n",
       " 'IT/互联网/软件',\n",
       " 'PMP项目管理认证',\n",
       " 'PMP',\n",
       " '项目管理师',\n",
       " '质量管理',\n",
       " '风控项目',\n",
       " 'ASP.NET',\n",
       " '.NET',\n",
       " '金融产品',\n",
       " '金融行业',\n",
       " '征信行业',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '项目施工管理',\n",
       " '数据产品',\n",
       " '数据挖掘',\n",
       " '风控项目',\n",
       " '质量管理',\n",
       " '.NET',\n",
       " 'ASP.NET',\n",
       " 'ClickHouse',\n",
       " '事业部总监 ',\n",
       " '事业部总经理  ',\n",
       " '总经理',\n",
       " '销售总监',\n",
       " '出入库管理',\n",
       " '仓库管理',\n",
       " '订单管理',\n",
       " '库存管理',\n",
       " '库存盘点',\n",
       " '现场管理',\n",
       " '海外仓',\n",
       " '贸易/进出口',\n",
       " '电子产品及配件',\n",
       " '消费品',\n",
       " 'saas',\n",
       " '市场洞察',\n",
       " '客户管理',\n",
       " 'IT/互联网/软件',\n",
       " '电子/通信/硬件',\n",
       " '团队管理',\n",
       " '电子商务',\n",
       " '销售管理',\n",
       " '广告/传媒/文化',\n",
       " '学术/科研',\n",
       " '量化私募',\n",
       " '网络营销',\n",
       " '策划',\n",
       " '市场营销',\n",
       " 'office',\n",
       " '整合营销',\n",
       " '数据统计分析',\n",
       " '海外仓',\n",
       " '出入库管理',\n",
       " '库存盘点',\n",
       " '仓库管理',\n",
       " '库存管理',\n",
       " '现场管理',\n",
       " '消费品',\n",
       " '贸易/进出口',\n",
       " '交通/运输',\n",
       " '软件测试',\n",
       " 'selenium',\n",
       " 'appium',\n",
       " 'automation',\n",
       " '自动化',\n",
       " '自动化测试',\n",
       " '客户服务',\n",
       " '本科',\n",
       " '本科',\n",
       " '功能测试',\n",
       " '软件测试',\n",
       " '本科',\n",
       " '软件测试',\n",
       " '应用测试',\n",
       " '功能测试',\n",
       " 'iOS',\n",
       " 'Android',\n",
       " '本科']"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表的推导式\n",
    "PM_labels_list = [j     for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()       for j in i    ]\n",
    "PM_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "a5dd3f82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('土木工程', 1),\n",
       " ('ClickHouse', 1),\n",
       " ('工艺安全', 1),\n",
       " ('品牌策划', 1),\n",
       " ('游戏产品', 1),\n",
       " ('清华量信班', 1),\n",
       " ('结构化产品', 1),\n",
       " ('人工智能研究院', 1),\n",
       " ('工具产品', 3),\n",
       " ('交通/运输', 1),\n",
       " ('贸易/进出口', 2),\n",
       " ('产品规划', 9),\n",
       " ('需求确认', 1),\n",
       " ('库存盘点', 2),\n",
       " ('出入库管理', 2),\n",
       " ('学术/科研', 1),\n",
       " ('增长产品', 1),\n",
       " ('消费品', 3),\n",
       " ('产品优化', 5),\n",
       " ('电商产品', 1),\n",
       " ('竞品分析', 2),\n",
       " ('门店销售', 1),\n",
       " ('需求挖掘', 1),\n",
       " ('PMP', 1),\n",
       " ('事业部总监 ', 1),\n",
       " ('结构工程', 1),\n",
       " ('订单管理', 1),\n",
       " ('product advisory', 1),\n",
       " ('appium', 1),\n",
       " ('需求分析', 2),\n",
       " ('FOF基金', 1),\n",
       " ('策划', 1),\n",
       " ('iOS', 1),\n",
       " ('海外仓', 2),\n",
       " ('售前', 1),\n",
       " ('总经理', 1),\n",
       " ('项目管理师', 1),\n",
       " ('功能测试', 2),\n",
       " ('机器人', 1),\n",
       " ('CTA策略', 1),\n",
       " ('数据产品', 5),\n",
       " ('投资产品', 1),\n",
       " ('ActionScript', 2),\n",
       " ('自媒体策划', 1),\n",
       " ('PPE', 1),\n",
       " ('due diligence ', 1),\n",
       " ('数据分析', 3),\n",
       " ('EHS', 1),\n",
       " ('电子商务', 2),\n",
       " ('销售管理', 1),\n",
       " ('征信行业', 5),\n",
       " ('硬件产品', 1),\n",
       " ('基金类', 1),\n",
       " ('基金产品总监', 1),\n",
       " ('互联网金融', 1),\n",
       " ('清华姚班', 1),\n",
       " ('电子产品及配件', 1),\n",
       " ('CRM产品', 1),\n",
       " ('营销活动', 2),\n",
       " ('软件测试', 3),\n",
       " ('仓库管理', 2),\n",
       " ('安全生产', 1),\n",
       " ('CRM系统', 2),\n",
       " ('过程安全', 1),\n",
       " ('市场调研', 1),\n",
       " ('智能家居', 1),\n",
       " ('产品运营', 1),\n",
       " ('整合营销', 1),\n",
       " ('网络营销', 1),\n",
       " ('移动端产品', 2),\n",
       " ('社交媒介', 2),\n",
       " ('现场管理', 2),\n",
       " ('工业卫生', 1),\n",
       " ('RFP', 1),\n",
       " ('应用测试', 1),\n",
       " ('web3', 1),\n",
       " ('营销策划', 1),\n",
       " ('库存管理', 2),\n",
       " ('金融理财/贷款', 3),\n",
       " ('市场洞察', 1),\n",
       " ('IT互联网', 5),\n",
       " ('web端产品', 1),\n",
       " ('批发/零售', 3),\n",
       " ('本科', 4),\n",
       " ('海外基金', 1),\n",
       " ('海外产品', 1),\n",
       " ('HSE', 1),\n",
       " ('团队管理', 9),\n",
       " ('广告营销', 2),\n",
       " ('自动化测试', 1),\n",
       " ('基金尽调', 1),\n",
       " ('IT/互联网/软件', 4),\n",
       " ('客户服务', 1),\n",
       " ('新产品导入', 1),\n",
       " ('市场营销', 2),\n",
       " ('产品上架', 1),\n",
       " ('电子/通信/硬件', 1),\n",
       " ('Product Manager', 1),\n",
       " ('尽职调查', 1),\n",
       " ('ESH', 1),\n",
       " ('本地化', 1),\n",
       " ('销售总监', 1),\n",
       " ('to B', 1),\n",
       " ('资产管理', 1),\n",
       " ('云计算', 1),\n",
       " ('社交媒体', 2),\n",
       " ('AI', 1),\n",
       " ('医疗行业分析师', 1),\n",
       " ('海外', 1),\n",
       " ('HCM', 1),\n",
       " ('PMP项目管理认证', 1),\n",
       " ('安防工程', 1),\n",
       " ('平台产品', 2),\n",
       " ('质量管理', 2),\n",
       " ('物联网', 1),\n",
       " ('智慧家居', 1),\n",
       " ('private banking', 1),\n",
       " ('对冲基金', 2),\n",
       " ('建筑施工', 2),\n",
       " ('项目施工管理', 1),\n",
       " ('商业产品', 2),\n",
       " ('流程管理', 1),\n",
       " ('事业部总经理  ', 1),\n",
       " ('客户管理', 2),\n",
       " ('财富管理', 2),\n",
       " ('通信领域', 1),\n",
       " ('基金筛选', 1),\n",
       " ('.NET', 2),\n",
       " ('金融产品', 5),\n",
       " ('product training', 1),\n",
       " ('通讯/网络设备', 2),\n",
       " ('风控项目', 2),\n",
       " ('Axure', 1),\n",
       " ('营销项目', 1),\n",
       " ('清华智班', 1),\n",
       " ('大数据', 1),\n",
       " ('区块链', 2),\n",
       " ('照明产品', 1),\n",
       " ('香港工作', 1),\n",
       " ('量化交易', 1),\n",
       " ('CRM软件', 1),\n",
       " ('原型设计', 1),\n",
       " ('技术支持', 1),\n",
       " ('selenium', 1),\n",
       " ('SaaS产品', 2),\n",
       " ('saas', 2),\n",
       " ('流程优化', 1),\n",
       " ('product manager', 1),\n",
       " ('投资管理', 1),\n",
       " ('automation', 1),\n",
       " ('交互设计', 2),\n",
       " ('自动化', 1),\n",
       " ('金融行业', 5),\n",
       " ('PROJECT', 1),\n",
       " ('施工现场管理', 2),\n",
       " ('交付管理', 1),\n",
       " ('数据挖掘', 1),\n",
       " ('OpenAI', 1),\n",
       " ('交易产品', 1),\n",
       " ('Process safety', 1),\n",
       " ('需求调研', 1),\n",
       " ('产品设计', 9),\n",
       " ('美元VC', 1),\n",
       " ('职业卫生', 1),\n",
       " ('策略产品', 1),\n",
       " ('ASP.NET', 2),\n",
       " ('数据统计分析', 1),\n",
       " ('广告/传媒/文化', 3),\n",
       " ('Android', 1),\n",
       " ('量化私募', 1),\n",
       " ('智能硬件', 1),\n",
       " ('product review', 1),\n",
       " ('SQL', 1),\n",
       " ('office', 1),\n",
       " ('项目工程师', 1),\n",
       " ('to C', 2),\n",
       " ('后台产品', 1),\n",
       " ('金融产品经理', 1),\n",
       " ('用户运营', 1),\n",
       " ('用户研究', 9),\n",
       " ('产品经理', 2),\n",
       " ('计算机软件', 1),\n",
       " ('化工行业', 1),\n",
       " ('终端产品', 1)]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建words\n",
    "\n",
    "PM_labels_words = [ (i,PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57054c74",
   "metadata": {},
   "source": [
    "# 薪资-（平均薪资）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c3319229",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '...</td>\n",
       "      <td>20221118143443</td>\n",
       "      <td>产品经理 Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>产品经理 (Senior) Product Manager</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>产品市场经理 Product Marketing Manager</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['private banking', 'product manager', 'due di...</td>\n",
       "      <td>20230619200635</td>\n",
       "      <td>Product Manager, Wealth Management</td>\n",
       "      <td>30-40k·22薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某基金/证券/投资公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['交易产品', '金融行业']</td>\n",
       "      <td>20221230112638</td>\n",
       "      <td>产品经理-海外交易柜台方向</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-中西区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>中国国际金融股份有限公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522113042</td>\n",
       "      <td>风险合规经理（离岸财富管理产品）</td>\n",
       "      <td>40-70k·18薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某公募基金理财子公司</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>['本科', '功能测试', '软件测试']</td>\n",
       "      <td>20230613110233</td>\n",
       "      <td>软件测试应届生（23届）</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>成都无敌勇士科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20230619100318</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>112 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0    ['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '...  20221118143443   \n",
       "1         ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']  20230602174402   \n",
       "2                                                   []  20230602174402   \n",
       "3    ['private banking', 'product manager', 'due di...  20230619200635   \n",
       "4                                     ['交易产品', '金融行业']  20221230112638   \n",
       "..                                                 ...             ...   \n",
       "107                                                 []  20230522113042   \n",
       "108                                             ['本科']  20210223134718   \n",
       "109                             ['本科', '功能测试', '软件测试']  20230613110233   \n",
       "110   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']  20230506100220   \n",
       "111                                             ['本科']  20230619100318   \n",
       "\n",
       "                                                职位          薪资       地区  \\\n",
       "0                             产品经理 Product Manager        薪资面议   香港-观塘区   \n",
       "1                    产品经理 (Senior) Product Manager      25-40k   香港-观塘区   \n",
       "2                 产品市场经理 Product Marketing Manager      40-60k   香港-观塘区   \n",
       "3               Product Manager, Wealth Management  30-40k·22薪       香港   \n",
       "4                                    产品经理-海外交易柜台方向        薪资面议   香港-中西区   \n",
       "..                                             ...         ...      ...   \n",
       "107                               风险合规经理（离岸财富管理产品）  40-70k·18薪       香港   \n",
       "108                                           产品经理      12-25k   香港-湾仔区   \n",
       "109                                   软件测试应届生（23届）      20-25k       香港   \n",
       "110                                       APP测试工程师      20-25k    香港-东区   \n",
       "111  Graduate Engineer (Civil and MEP Engineering)      20-21k  香港-油尖旺区   \n",
       "\n",
       "     是否top职位   工作年限     学历  公司融资情况                           公司名称        行业  \\\n",
       "0      False   3-5年   统招本科    美股上市                          金融壹账通      科技金融   \n",
       "1      False  5-10年     本科     NaN  KPay merchant service limited      科技金融   \n",
       "2      False   3-5年     本科     NaN  KPay merchant service limited      科技金融   \n",
       "3      False   3-5年  本科及以上     NaN                    某基金/证券/投资公司  基金/证券/期货   \n",
       "4      False  5-10年     硕士  沪深A股上市                   中国国际金融股份有限公司  基金/证券/期货   \n",
       "..       ...    ...    ...     ...                            ...       ...   \n",
       "107    False  5-10年  硕士及以上   融资未公开                     某公募基金理财子公司  基金/证券/投资   \n",
       "108    False    NaN    NaN     NaN                     华润数科控股有限公司      人工智能   \n",
       "109    False    NaN    NaN   融资未公开                   成都无敌勇士科技有限公司        游戏   \n",
       "110    False    NaN    NaN     NaN                  Winner Studio        游戏   \n",
       "111    False    NaN    NaN     NaN                           阿特金斯   房地产开发经营   \n",
       "\n",
       "              规模  \n",
       "0     2000-5000人  \n",
       "1         50-99人  \n",
       "2         50-99人  \n",
       "3            NaN  \n",
       "4    5000-10000人  \n",
       "..           ...  \n",
       "107     500-999人  \n",
       "108   2000-5000人  \n",
       "109     100-499人  \n",
       "110          NaN  \n",
       "111     100-499人  \n",
       "\n",
       "[112 rows x 12 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# columns 重命名\n",
    "df_PM_gz = df_PM_gz.rename(columns={\n",
    "    'job.labels':'职位标签',\n",
    "    'job.refreshTime':'职位更新时间',\n",
    "    'job.title':'职位',\n",
    "    'job.salary':'薪资',\n",
    "    'job.dq':'地区',\n",
    "    'job.topJob':'是否top职位',\n",
    "    'job.requireWorkYears':'工作年限',\n",
    "    'job.requireEduLevel':'学历',\n",
    "    'comp.compStage':'公司融资情况',\n",
    "    'comp.compName':'公司名称',\n",
    "    'comp.compIndustry':'行业',\n",
    "    'comp.compScale':'规模'\n",
    "})\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "3b939393",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>产品经理 (Senior) Product Manager</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>产品市场经理 Product Marketing Manager</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['private banking', 'product manager', 'due di...</td>\n",
       "      <td>20230619200635</td>\n",
       "      <td>Product Manager, Wealth Management</td>\n",
       "      <td>30-40k·22薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某基金/证券/投资公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230201164843</td>\n",
       "      <td>Product Manager- Fulfillment</td>\n",
       "      <td>45-75k·15薪</td>\n",
       "      <td>香港-中西区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>C轮</td>\n",
       "      <td>多点生活(中国)网络科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230413145802</td>\n",
       "      <td>Product Manager (AD to Dir)</td>\n",
       "      <td>30-55k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某国内基金/证券/期货上市公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522113042</td>\n",
       "      <td>风险合规经理（离岸财富管理产品）</td>\n",
       "      <td>40-70k·18薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某公募基金理财子公司</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>['本科', '功能测试', '软件测试']</td>\n",
       "      <td>20230613110233</td>\n",
       "      <td>软件测试应届生（23届）</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>成都无敌勇士科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20230619100318</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "1         ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']  20230602174402   \n",
       "2                                                   []  20230602174402   \n",
       "3    ['private banking', 'product manager', 'due di...  20230619200635   \n",
       "6                                                   []  20230201164843   \n",
       "7                                                   []  20230413145802   \n",
       "..                                                 ...             ...   \n",
       "107                                                 []  20230522113042   \n",
       "108                                             ['本科']  20210223134718   \n",
       "109                             ['本科', '功能测试', '软件测试']  20230613110233   \n",
       "110   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']  20230506100220   \n",
       "111                                             ['本科']  20230619100318   \n",
       "\n",
       "                                                职位          薪资       地区  \\\n",
       "1                    产品经理 (Senior) Product Manager      25-40k   香港-观塘区   \n",
       "2                 产品市场经理 Product Marketing Manager      40-60k   香港-观塘区   \n",
       "3               Product Manager, Wealth Management  30-40k·22薪       香港   \n",
       "6                     Product Manager- Fulfillment  45-75k·15薪   香港-中西区   \n",
       "7                      Product Manager (AD to Dir)      30-55k       香港   \n",
       "..                                             ...         ...      ...   \n",
       "107                               风险合规经理（离岸财富管理产品）  40-70k·18薪       香港   \n",
       "108                                           产品经理      12-25k   香港-湾仔区   \n",
       "109                                   软件测试应届生（23届）      20-25k       香港   \n",
       "110                                       APP测试工程师      20-25k    香港-东区   \n",
       "111  Graduate Engineer (Civil and MEP Engineering)      20-21k  香港-油尖旺区   \n",
       "\n",
       "     是否top职位   工作年限     学历 公司融资情况                           公司名称        行业  \\\n",
       "1      False  5-10年     本科    NaN  KPay merchant service limited      科技金融   \n",
       "2      False   3-5年     本科    NaN  KPay merchant service limited      科技金融   \n",
       "3      False   3-5年  本科及以上    NaN                    某基金/证券/投资公司  基金/证券/期货   \n",
       "6      False  5-10年     本科     C轮               多点生活(中国)网络科技有限公司      电子商务   \n",
       "7      False  5-10年   学历不限    已上市                某国内基金/证券/期货上市公司  基金/证券/期货   \n",
       "..       ...    ...    ...    ...                            ...       ...   \n",
       "107    False  5-10年  硕士及以上  融资未公开                     某公募基金理财子公司  基金/证券/投资   \n",
       "108    False    NaN    NaN    NaN                     华润数科控股有限公司      人工智能   \n",
       "109    False    NaN    NaN  融资未公开                   成都无敌勇士科技有限公司        游戏   \n",
       "110    False    NaN    NaN    NaN                  Winner Studio        游戏   \n",
       "111    False    NaN    NaN    NaN                           阿特金斯   房地产开发经营   \n",
       "\n",
       "             规模  \n",
       "1        50-99人  \n",
       "2        50-99人  \n",
       "3           NaN  \n",
       "6    2000-5000人  \n",
       "7           NaN  \n",
       "..          ...  \n",
       "107    500-999人  \n",
       "108  2000-5000人  \n",
       "109    100-499人  \n",
       "110         NaN  \n",
       "111    100-499人  \n",
       "\n",
       "[90 rows x 12 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议 = df_PM_gz [ ~df_PM_gz['薪资'].str.contains(\"面议|元/天\")]\n",
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "c6baf2d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['25-40k'],\n",
       " ['40-60k'],\n",
       " ['30-40k', '22'],\n",
       " ['45-75k', '15'],\n",
       " ['30-55k'],\n",
       " ['14-40k', '14'],\n",
       " ['30-60k'],\n",
       " ['50-55k'],\n",
       " ['40-70k'],\n",
       " ['35-65k'],\n",
       " ['25-30k'],\n",
       " ['50-80k'],\n",
       " ['15-25k'],\n",
       " ['35-65k'],\n",
       " ['20-30k'],\n",
       " ['120-240k', '30'],\n",
       " ['30-50k'],\n",
       " ['40-50k'],\n",
       " ['30-45k'],\n",
       " ['20-40k', '15'],\n",
       " ['22-30k'],\n",
       " ['30-60k'],\n",
       " ['35-65k'],\n",
       " ['25-45k'],\n",
       " ['35-40k'],\n",
       " ['35-55k', '15'],\n",
       " ['30-40k', '20'],\n",
       " ['120-150k', '20'],\n",
       " ['35-55k', '15'],\n",
       " ['20-30k'],\n",
       " ['35-55k'],\n",
       " ['20-45k'],\n",
       " ['30-50k'],\n",
       " ['30-45k'],\n",
       " ['15-30k', '14'],\n",
       " ['15-30k'],\n",
       " ['25-30k', '13'],\n",
       " ['20-35k', '15'],\n",
       " ['1-2k'],\n",
       " ['60-90k', '16'],\n",
       " ['70-100k', '16'],\n",
       " ['70-100k', '22'],\n",
       " ['30-50k'],\n",
       " ['35-55k'],\n",
       " ['15-25k'],\n",
       " ['15-25k'],\n",
       " ['15-16k'],\n",
       " ['15-30k', '13'],\n",
       " ['70-100k'],\n",
       " ['85-100k', '24'],\n",
       " ['50-80k'],\n",
       " ['40-70k'],\n",
       " ['60-90k', '15'],\n",
       " ['15-30k'],\n",
       " ['30-40k', '16'],\n",
       " ['70-100k', '16'],\n",
       " ['30-60k'],\n",
       " ['30-60k', '24'],\n",
       " ['29-50k', '16'],\n",
       " ['15-30k'],\n",
       " ['18-25k'],\n",
       " ['40-60k'],\n",
       " ['20-30k'],\n",
       " ['20-30k', '16'],\n",
       " ['30-35k'],\n",
       " ['30-40k'],\n",
       " ['30-50k', '16'],\n",
       " ['15-30k'],\n",
       " ['10-16k'],\n",
       " ['12-24k'],\n",
       " ['40-70k'],\n",
       " ['25-30k'],\n",
       " ['40-60k', '13'],\n",
       " ['3-5k', '15'],\n",
       " ['40-60k'],\n",
       " ['14-18k', '13'],\n",
       " ['15-30k', '14'],\n",
       " ['25-30k'],\n",
       " ['32-37k'],\n",
       " ['20-35k', '15'],\n",
       " ['13-18k', '13'],\n",
       " ['30-60k'],\n",
       " ['30-35k'],\n",
       " ['45-55k'],\n",
       " ['70-100k'],\n",
       " ['40-70k', '18'],\n",
       " ['12-25k'],\n",
       " ['20-25k'],\n",
       " ['20-25k'],\n",
       " ['20-21k']]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议_detail = 非薪资面议['薪资'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "非薪资面议_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "2bc52207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.541666666666666"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(10+15)/2*13/12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "566ce73e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[32.5,\n",
       " 50.0,\n",
       " 64.2,\n",
       " 75.0,\n",
       " 42.5,\n",
       " 31.5,\n",
       " 45.0,\n",
       " 52.5,\n",
       " 55.0,\n",
       " 50.0,\n",
       " 27.5,\n",
       " 65.0,\n",
       " 20.0,\n",
       " 50.0,\n",
       " 25.0,\n",
       " 450.0,\n",
       " 40.0,\n",
       " 45.0,\n",
       " 37.5,\n",
       " 37.5,\n",
       " 26.0,\n",
       " 45.0,\n",
       " 50.0,\n",
       " 35.0,\n",
       " 37.5,\n",
       " 56.2,\n",
       " 58.3,\n",
       " 225.0,\n",
       " 56.2,\n",
       " 25.0,\n",
       " 45.0,\n",
       " 32.5,\n",
       " 40.0,\n",
       " 37.5,\n",
       " 26.2,\n",
       " 22.5,\n",
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       " 34.4,\n",
       " 1.5,\n",
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       " 113.3,\n",
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       " 40.0,\n",
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       " 20.0,\n",
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       " 185.0,\n",
       " 65.0,\n",
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       " 93.8,\n",
       " 22.5,\n",
       " 46.7,\n",
       " 113.3,\n",
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       " 50.0,\n",
       " 25.0,\n",
       " 33.3,\n",
       " 32.5,\n",
       " 35.0,\n",
       " 53.3,\n",
       " 22.5,\n",
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       " 18.0,\n",
       " 55.0,\n",
       " 27.5,\n",
       " 54.2,\n",
       " 5.0,\n",
       " 50.0,\n",
       " 17.3,\n",
       " 26.2,\n",
       " 27.5,\n",
       " 34.5,\n",
       " 34.4,\n",
       " 16.8,\n",
       " 45.0,\n",
       " 32.5,\n",
       " 50.0,\n",
       " 85.0,\n",
       " 82.5,\n",
       " 18.5,\n",
       " 22.5,\n",
       " 22.5,\n",
       " 20.5]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [ (int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2    \\\n",
    " if len(i)==1 else round((int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2*int(i[1])/12,1)     \\\n",
    " for i in 非薪资面议_detail        ] \n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "f53971c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "90"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "23ceb516",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\86185\\AppData\\Local\\Temp\\ipykernel_11360\\777353287.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  非薪资面议['平均薪资']=平均薪资\n"
     ]
    }
   ],
   "source": [
    "非薪资面议['平均薪资']=平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "9d389d2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>产品经理 (Senior) Product Manager</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230602174402</td>\n",
       "      <td>产品市场经理 Product Marketing Manager</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>香港-观塘区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KPay merchant service limited</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['private banking', 'product manager', 'due di...</td>\n",
       "      <td>20230619200635</td>\n",
       "      <td>Product Manager, Wealth Management</td>\n",
       "      <td>30-40k·22薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某基金/证券/投资公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>64.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230201164843</td>\n",
       "      <td>Product Manager- Fulfillment</td>\n",
       "      <td>45-75k·15薪</td>\n",
       "      <td>香港-中西区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>C轮</td>\n",
       "      <td>多点生活(中国)网络科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230413145802</td>\n",
       "      <td>Product Manager (AD to Dir)</td>\n",
       "      <td>30-55k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某国内基金/证券/期货上市公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522113042</td>\n",
       "      <td>风险合规经理（离岸财富管理产品）</td>\n",
       "      <td>40-70k·18薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某公募基金理财子公司</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>82.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>18.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>['本科', '功能测试', '软件测试']</td>\n",
       "      <td>20230613110233</td>\n",
       "      <td>软件测试应届生（23届）</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>成都无敌勇士科技有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20230619100318</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>90 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "1         ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']  20230602174402   \n",
       "2                                                   []  20230602174402   \n",
       "3    ['private banking', 'product manager', 'due di...  20230619200635   \n",
       "6                                                   []  20230201164843   \n",
       "7                                                   []  20230413145802   \n",
       "..                                                 ...             ...   \n",
       "107                                                 []  20230522113042   \n",
       "108                                             ['本科']  20210223134718   \n",
       "109                             ['本科', '功能测试', '软件测试']  20230613110233   \n",
       "110   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']  20230506100220   \n",
       "111                                             ['本科']  20230619100318   \n",
       "\n",
       "                                                职位          薪资       地区  \\\n",
       "1                    产品经理 (Senior) Product Manager      25-40k   香港-观塘区   \n",
       "2                 产品市场经理 Product Marketing Manager      40-60k   香港-观塘区   \n",
       "3               Product Manager, Wealth Management  30-40k·22薪       香港   \n",
       "6                     Product Manager- Fulfillment  45-75k·15薪   香港-中西区   \n",
       "7                      Product Manager (AD to Dir)      30-55k       香港   \n",
       "..                                             ...         ...      ...   \n",
       "107                               风险合规经理（离岸财富管理产品）  40-70k·18薪       香港   \n",
       "108                                           产品经理      12-25k   香港-湾仔区   \n",
       "109                                   软件测试应届生（23届）      20-25k       香港   \n",
       "110                                       APP测试工程师      20-25k    香港-东区   \n",
       "111  Graduate Engineer (Civil and MEP Engineering)      20-21k  香港-油尖旺区   \n",
       "\n",
       "     是否top职位   工作年限     学历 公司融资情况                           公司名称        行业  \\\n",
       "1      False  5-10年     本科    NaN  KPay merchant service limited      科技金融   \n",
       "2      False   3-5年     本科    NaN  KPay merchant service limited      科技金融   \n",
       "3      False   3-5年  本科及以上    NaN                    某基金/证券/投资公司  基金/证券/期货   \n",
       "6      False  5-10年     本科     C轮               多点生活(中国)网络科技有限公司      电子商务   \n",
       "7      False  5-10年   学历不限    已上市                某国内基金/证券/期货上市公司  基金/证券/期货   \n",
       "..       ...    ...    ...    ...                            ...       ...   \n",
       "107    False  5-10年  硕士及以上  融资未公开                     某公募基金理财子公司  基金/证券/投资   \n",
       "108    False    NaN    NaN    NaN                     华润数科控股有限公司      人工智能   \n",
       "109    False    NaN    NaN  融资未公开                   成都无敌勇士科技有限公司        游戏   \n",
       "110    False    NaN    NaN    NaN                  Winner Studio        游戏   \n",
       "111    False    NaN    NaN    NaN                           阿特金斯   房地产开发经营   \n",
       "\n",
       "             规模  平均薪资  \n",
       "1        50-99人  32.5  \n",
       "2        50-99人  50.0  \n",
       "3           NaN  64.2  \n",
       "6    2000-5000人  75.0  \n",
       "7           NaN  42.5  \n",
       "..          ...   ...  \n",
       "107    500-999人  82.5  \n",
       "108  2000-5000人  18.5  \n",
       "109    100-499人  22.5  \n",
       "110         NaN  22.5  \n",
       "111    100-499人  20.5  \n",
       "\n",
       "[90 rows x 13 columns]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "3203eba7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>香港</th>\n",
       "      <td>45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-东区</th>\n",
       "      <td>38.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-中西区</th>\n",
       "      <td>65.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-九龙城区</th>\n",
       "      <td>54.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-元朗区</th>\n",
       "      <td>17.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-沙田区</th>\n",
       "      <td>26.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-油尖旺区</th>\n",
       "      <td>24.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-深水埗区</th>\n",
       "      <td>32.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-湾仔区</th>\n",
       "      <td>37.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-荃湾区</th>\n",
       "      <td>65.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-葵青区</th>\n",
       "      <td>26.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-西贡区</th>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-观塘区</th>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          平均薪资\n",
       "地区            \n",
       "香港       45.00\n",
       "香港-东区    38.75\n",
       "香港-中西区   65.00\n",
       "香港-九龙城区  54.20\n",
       "香港-元朗区   17.05\n",
       "香港-沙田区   26.20\n",
       "香港-油尖旺区  24.40\n",
       "香港-深水埗区  32.50\n",
       "香港-湾仔区   37.50\n",
       "香港-荃湾区   65.00\n",
       "香港-葵青区   26.75\n",
       "香港-西贡区   35.00\n",
       "香港-观塘区   50.00"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分地区平均薪资\n",
    "分地区_平均薪资 = 非薪资面议.groupby('地区').agg({'平均薪资':'median'})\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "2a8366bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[45.0, 38.8, 65.0, 54.2, 17.1, 26.2, 24.4, 32.5, 37.5, 65.0, 26.8, 35.0, 50.0]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values =  [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "df6d2674",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['香港',\n",
       " '香港-东区',\n",
       " '香港-中西区',\n",
       " '香港-九龙城区',\n",
       " '香港-元朗区',\n",
       " '香港-沙田区',\n",
       " '香港-油尖旺区',\n",
       " '香港-深水埗区',\n",
       " '香港-湾仔区',\n",
       " '香港-荃湾区',\n",
       " '香港-葵青区',\n",
       " '香港-西贡区',\n",
       " '香港-观塘区']"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e60a8bee",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i.split('-')[1] for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"地区\",分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"PM-分地区-中位数薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    "    .render( key + \"_bar_with_brush_地区薪资中位数_\"+output_time+'.html')\n",
    ")\n",
    "# c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "394ba1dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-3年</th>\n",
       "      <td>24.960000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10年以上</th>\n",
       "      <td>91.960000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3-5年</th>\n",
       "      <td>41.660000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5-10年</th>\n",
       "      <td>49.713514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>经验不限</th>\n",
       "      <td>76.557143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            平均薪资\n",
       "工作年限            \n",
       "1-3年   24.960000\n",
       "10年以上  91.960000\n",
       "3-5年   41.660000\n",
       "5-10年  49.713514\n",
       "经验不限   76.557143"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_year_salary = 非薪资面议.groupby('工作年限').agg({'平均薪资':'mean'})\n",
    "df_year_salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "d9f3dd10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1-3年</th>\n",
       "      <th>本科</th>\n",
       "      <td>22.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>33.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">10年以上</th>\n",
       "      <th>本科及以上</th>\n",
       "      <td>64.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>110.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">3-5年</th>\n",
       "      <th>博士</th>\n",
       "      <td>93.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>54.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>35.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>49.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <td>27.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>40.080000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">5-10年</th>\n",
       "      <th>大专</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>59.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>37.280000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>61.640000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>83.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>70.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">经验不限</th>\n",
       "      <th>大专</th>\n",
       "      <td>17.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>51.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>267.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   平均薪资\n",
       "工作年限  学历               \n",
       "1-3年  本科      22.875000\n",
       "      统招本科    33.300000\n",
       "10年以上 本科及以上   64.900000\n",
       "      统招本科   110.000000\n",
       "3-5年  博士      93.800000\n",
       "      学历不限    54.200000\n",
       "      本科      35.300000\n",
       "      本科及以上   49.166667\n",
       "      硕士      27.500000\n",
       "      统招本科    40.080000\n",
       "5-10年 大专      50.000000\n",
       "      学历不限    59.583333\n",
       "      本科      37.280000\n",
       "      本科及以上   61.640000\n",
       "      硕士及以上   83.750000\n",
       "      统招本科    70.200000\n",
       "经验不限  大专      17.300000\n",
       "      学历不限    51.450000\n",
       "      本科及以上  267.500000\n",
       "      统招本科     5.000000"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分工作时间和学历平均薪资\n",
    "df_year_edulevel =  非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})\n",
    "df_year_edulevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "bed85f60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IT服务</th>\n",
       "      <td>44.975000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>专业技术服务</th>\n",
       "      <td>106.650000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <td>38.557143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源服务</th>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人工智能</th>\n",
       "      <td>18.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他商务服务业</th>\n",
       "      <td>43.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他行业</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>咨询服务</th>\n",
       "      <td>129.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>基金/证券/投资</th>\n",
       "      <td>67.260000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>基金/证券/期货</th>\n",
       "      <td>70.382353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工程管理/勘察/监理</th>\n",
       "      <td>16.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产开发经营</th>\n",
       "      <td>20.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产租赁/中介</th>\n",
       "      <td>90.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>智能硬件</th>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>服装/纺织/皮革</th>\n",
       "      <td>29.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>检测/认证</th>\n",
       "      <td>31.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏</th>\n",
       "      <td>22.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠宝/首饰</th>\n",
       "      <td>22.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电子商务</th>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科技金融</th>\n",
       "      <td>36.650000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>融资租赁</th>\n",
       "      <td>155.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <td>35.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>财务/审计/税务</th>\n",
       "      <td>34.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>运营商/增值服务</th>\n",
       "      <td>24.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通信设备</th>\n",
       "      <td>37.312500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>银行</th>\n",
       "      <td>31.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <td>34.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>餐饮业</th>\n",
       "      <td>37.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  平均薪资\n",
       "行业                    \n",
       "IT服务         44.975000\n",
       "专业技术服务      106.650000\n",
       "互联网          38.557143\n",
       "人力资源服务       15.000000\n",
       "人工智能         18.500000\n",
       "其他商务服务业      43.333333\n",
       "其他行业         50.000000\n",
       "咨询服务        129.375000\n",
       "基金/证券/投资     67.260000\n",
       "基金/证券/期货     70.382353\n",
       "工程管理/勘察/监理   16.166667\n",
       "房地产开发经营      20.500000\n",
       "房地产租赁/中介     90.000000\n",
       "智能硬件         25.000000\n",
       "服装/纺织/皮革     29.450000\n",
       "检测/认证        31.250000\n",
       "游戏           22.500000\n",
       "珠宝/首饰        22.500000\n",
       "电子商务         65.000000\n",
       "科技金融         36.650000\n",
       "融资租赁        155.800000\n",
       "计算机软件        35.450000\n",
       "财务/审计/税务     34.400000\n",
       "运营商/增值服务     24.500000\n",
       "通信设备         37.312500\n",
       "银行           31.500000\n",
       "食品/饮料/酒水     34.900000\n",
       "餐饮业          37.500000"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分行业\n",
    "df_industry = 非薪资面议.groupby('行业').agg({'平均薪资':'mean'})\n",
    "df_industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3bc31b4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter(key+'_'+output_time+'_.xlsx') as writer:  \n",
    "    df_year_salary.to_excel(writer, sheet_name='分工作年限平均薪资')\n",
    "    df_year_edulevel.to_excel(writer, sheet_name='分学历平均薪资')\n",
    "    df_industry.to_excel(writer, sheet_name='分行业平均薪资')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6925d96f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72568e5b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "992d5253",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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